DataFrame
NO COMPARISON TARGET
1460
ROWS
0
DUPLICATES
1.0 MB
RAM
80
FEATURES
52
CATEGORICAL
28
NUMERICAL
0
TEXT
2.1.4
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
MSSubClass
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
15
(1%)
ZEROES:
---
MAX
190
95%
160
Q3
70
AVG
57
MEDIAN
50
Q1
20
5%
20
MIN
20
RANGE
170
IQR
50.0
STD
42.3
VAR
1,789
KURT.
1.58
SKEW
1.41
SUM
83,070
2
MSZoning
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
3
LotFrontage
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
111
(8%)
ZEROES:
259
(18%)
MAX
313
95%
104
Q3
79
MEDIAN
63
AVG
58
Q1
42
5%
0
MIN
0
RANGE
313
IQR
37.0
STD
34.7
VAR
1,202
KURT.
3.61
SKEW
0.268
SUM
84,130
4
LotArea
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
1,073
(73%)
ZEROES:
---
MAX
215k
95%
17k
Q3
12k
AVG
11k
MEDIAN
9k
Q1
8k
5%
3k
MIN
1k
RANGE
214k
IQR
4,048
STD
9,981
VAR
99.6M
KURT.
203
SKEW
12.2
SUM
15.4M
5
Street
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
6
Alley
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
7
LotShape
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
8
LandContour
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
9
Utilities
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
10
LotConfig
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
11
LandSlope
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
12
Neighborhood
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
25
(2%)
ZEROES:
17
(1%)
MAX
24.0
95%
22.0
Q3
17.0
AVG
12.3
MEDIAN
12.0
Q1
7.0
5%
3.0
MIN
0.0
RANGE
24.0
IQR
10.0
STD
6.01
VAR
36.2
KURT.
-1.08
SKEW
0.042
SUM
17,887
13
Condition1
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
14
Condition2
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
15
BldgType
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
16
HouseStyle
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
17
OverallQual
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
10
(<1%)
18
OverallCond
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
19
YearBuilt
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
112
(8%)
ZEROES:
---
MAX
151
95%
107
Q3
69
AVG
52
MEDIAN
50
Q1
23
5%
16
MIN
13
RANGE
138
IQR
46.0
STD
30.2
VAR
912
KURT.
-0.440
SKEW
0.613
SUM
75,529
20
YearRemodAdd
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
61
(4%)
ZEROES:
---
MAX
73.0
95%
73.0
Q3
56.0
AVG
38.1
MEDIAN
29.0
Q1
19.0
5%
16.0
MIN
13.0
RANGE
60.0
IQR
37.0
STD
20.6
VAR
426
KURT.
-1.27
SKEW
0.504
SUM
55,676
21
RoofStyle
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
22
RoofMatl
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
23
Exterior1st
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
15
(1%)
ZEROES:
20
(1%)
MAX
14.0
95%
13.0
Q3
12.0
MEDIAN
12.0
AVG
9.6
Q1
8.0
5%
4.0
MIN
0.0
RANGE
14.0
IQR
4.00
STD
3.20
VAR
10.2
KURT.
-0.361
SKEW
-0.726
SUM
14,052
24
Exterior2nd
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
16
(1%)
ZEROES:
20
(1%)
MAX
15.0
95%
14.0
Q3
13.0
MEDIAN
13.0
AVG
10.3
Q1
8.0
5%
5.0
MIN
0.0
RANGE
15.0
IQR
5.00
STD
3.54
VAR
12.5
KURT.
-0.518
SKEW
-0.693
SUM
15,096
25
MasVnrType
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
26
MasVnrArea
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
328
(22%)
ZEROES:
861
(59%)
MAX
1,600
95%
456
Q3
164
AVG
104
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,600
IQR
164
STD
181
VAR
32,605
KURT.
10.2
SKEW
2.68
SUM
151k
27
ExterQual
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
28
ExterCond
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
29
Foundation
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
30
BsmtQual
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
31
BsmtCond
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
32
BsmtExposure
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
33
BsmtFinType1
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
34
BsmtFinSF1
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
637
(44%)
ZEROES:
467
(32%)
MAX
5,644
95%
1,274
Q3
712
AVG
444
MEDIAN
384
Q1
0
5%
0
MIN
0
RANGE
5,644
IQR
712
STD
456
VAR
208k
KURT.
11.1
SKEW
1.69
SUM
648k
35
BsmtFinType2
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
36
BsmtFinSF2
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
144
(10%)
ZEROES:
1,293
(89%)
MAX
1,474
95%
396
Q3
0
AVG
47
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,474
IQR
0.00
STD
161
VAR
26,024
KURT.
20.1
SKEW
4.26
SUM
67,962
37
BsmtUnfSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
780
(53%)
ZEROES:
118
(8%)
MAX
2,336
95%
1,468
Q3
808
AVG
567
MEDIAN
478
Q1
223
5%
0
MIN
0
RANGE
2,336
IQR
585
STD
442
VAR
195k
KURT.
0.475
SKEW
0.920
SUM
828k
38
TotalBsmtSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
721
(49%)
ZEROES:
37
(3%)
MAX
6,110
95%
1,753
Q3
1,298
AVG
1,057
MEDIAN
992
Q1
796
5%
519
MIN
0
RANGE
6,110
IQR
502
STD
439
VAR
192k
KURT.
13.3
SKEW
1.52
SUM
1.5M
39
Heating
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
40
HeatingQC
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
41
CentralAir
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
42
Electrical
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
43
1stFlrSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
753
(52%)
ZEROES:
---
MAX
4,692
95%
1,831
Q3
1,391
AVG
1,163
MEDIAN
1,087
Q1
882
5%
673
MIN
334
RANGE
4,358
IQR
509
STD
387
VAR
149k
KURT.
5.75
SKEW
1.38
SUM
1.7M
44
2ndFlrSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
417
(29%)
ZEROES:
829
(57%)
MAX
2,065
95%
1,141
Q3
728
AVG
347
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
2,065
IQR
728
STD
437
VAR
191k
KURT.
-0.553
SKEW
0.813
SUM
507k
45
LowQualFinSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
24
(2%)
ZEROES:
1,434
(98%)
MAX
572
95%
0
Q3
0
AVG
6
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
572
IQR
0.00
STD
48.6
VAR
2,364
KURT.
83.2
SKEW
9.01
SUM
8,533
46
GrLivArea
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
861
(59%)
ZEROES:
---
MAX
5,642
95%
2,466
Q3
1,777
AVG
1,515
MEDIAN
1,464
Q1
1,130
5%
848
MIN
334
RANGE
5,308
IQR
647
STD
525
VAR
276k
KURT.
4.90
SKEW
1.37
SUM
2.2M
47
BsmtFullBath
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
48
BsmtHalfBath
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
49
FullBath
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
50
HalfBath
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
51
BedroomAbvGr
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
52
KitchenAbvGr
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
53
KitchenQual
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
54
TotRmsAbvGrd
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
---
MAX
14.0
95%
10.0
Q3
7.0
AVG
6.5
MEDIAN
6.0
Q1
5.0
5%
4.0
MIN
2.0
RANGE
12.0
IQR
2.00
STD
1.63
VAR
2.64
KURT.
0.881
SKEW
0.676
SUM
9,516
55
Functional
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
56
Fireplaces
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
57
FireplaceQu
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
58
GarageType
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
59
GarageYrBlt
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
98
(7%)
ZEROES:
81
(6%)
MAX
2,010
95%
2,007
Q3
2,001
MEDIAN
1,977
AVG
1,869
Q1
1,958
5%
0
MIN
0
RANGE
2,010
IQR
43.0
STD
454
VAR
206k
KURT.
13.0
SKEW
-3.87
SUM
2.7M
60
GarageFinish
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
61
GarageCars
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
62
GarageArea
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
441
(30%)
ZEROES:
81
(6%)
MAX
1,418
95%
850
Q3
576
MEDIAN
480
AVG
473
Q1
334
5%
0
MIN
0
RANGE
1,418
IQR
242
STD
214
VAR
45,713
KURT.
0.917
SKEW
0.180
SUM
691k
63
GarageQual
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
64
GarageCond
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
65
PavedDrive
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
66
WoodDeckSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
274
(19%)
ZEROES:
761
(52%)
MAX
857
95%
335
Q3
168
AVG
94
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
857
IQR
168
STD
125
VAR
15,710
KURT.
2.99
SKEW
1.54
SUM
138k
67
OpenPorchSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
202
(14%)
ZEROES:
656
(45%)
MAX
547
95%
175
Q3
68
AVG
47
MEDIAN
25
Q1
0
5%
0
MIN
0
RANGE
547
IQR
68.0
STD
66.3
VAR
4,390
KURT.
8.49
SKEW
2.36
SUM
68,124
68
EnclosedPorch
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
120
(8%)
ZEROES:
1,252
(86%)
MAX
552
95%
180
Q3
0
AVG
22
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
552
IQR
0.00
STD
61.1
VAR
3,736
KURT.
10.4
SKEW
3.09
SUM
32,053
69
3SsnPorch
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
20
(1%)
ZEROES:
1,436
(98%)
MAX
508
95%
0
Q3
0
AVG
3
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
508
IQR
0.00
STD
29.3
VAR
860
KURT.
124
SKEW
10.3
SUM
4,978
70
ScreenPorch
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
76
(5%)
ZEROES:
1,344
(92%)
MAX
480
95%
160
Q3
0
AVG
15
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
480
IQR
0.00
STD
55.8
VAR
3,109
KURT.
18.4
SKEW
4.12
SUM
21,989
71
PoolArea
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
72
PoolQC
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
73
Fence
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
74
MiscFeature
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
75
MiscVal
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
21
(1%)
ZEROES:
1,408
(96%)
MAX
15,500
95%
0
Q3
0
AVG
43
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
15,500
IQR
0.00
STD
496
VAR
246k
KURT.
701
SKEW
24.5
SUM
63,494
76
MoSold
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
---
MAX
12.0
95%
11.0
Q3
8.0
AVG
6.3
MEDIAN
6.0
Q1
5.0
5%
2.0
MIN
1.0
RANGE
11.0
IQR
3.00
STD
2.70
VAR
7.31
KURT.
-0.404
SKEW
0.212
SUM
9,230
77
YrSold
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
78
SaleType
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
79
SaleCondition
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
80
SalePrice
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
663
(45%)
ZEROES:
---
MAX
755k
95%
326k
Q3
214k
AVG
181k
MEDIAN
163k
Q1
130k
5%
88k
MIN
35k
RANGE
720k
IQR
84,025
STD
79,443
VAR
6.3B
KURT.
6.54
SKEW
1.88
SUM
264.1M
Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
MSSubClass
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
2ndFlrSF
0.31
1stFlrSF
-0.25
TotalBsmtSF
-0.24
LotFrontage
-0.22
BsmtUnfSF
-0.14
LotArea
-0.14
Exterior2nd
-0.14
GarageArea
-0.10
Exterior1st
-0.09
SalePrice
-0.08
GarageYrBlt
-0.08
GrLivArea
0.07
BsmtFinSF1
-0.07
BsmtFinSF2
-0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BldgType
0.86
HouseStyle
0.51
MSZoning
0.35
KitchenAbvGr
0.29
BedroomAbvGr
0.27
Alley
0.19
HalfBath
0.18
GarageCars
0.18
BsmtQual
0.17
GarageType
0.17
OverallQual
0.16
FullBath
0.15
BsmtFinType1
0.14
RoofStyle
0.14
MOST FREQUENT VALUES
20
536
36.7%
60
299
20.5%
50
144
9.9%
120
87
6.0%
30
69
4.7%
160
63
4.3%
70
60
4.1%
80
58
4.0%
90
52
3.6%
190
30
2.1%
85
20
1.4%
75
16
1.1%
45
12
0.8%
180
10
0.7%
40
4
0.3%
SMALLEST VALUES
20
536
36.7%
30
69
4.7%
40
4
0.3%
45
12
0.8%
50
144
9.9%
60
299
20.5%
70
60
4.1%
75
16
1.1%
80
58
4.0%
85
20
1.4%
90
52
3.6%
120
87
6.0%
160
63
4.3%
180
10
0.7%
190
30
2.1%
LARGEST VALUES
190
30
2.1%
180
10
0.7%
160
63
4.3%
120
87
6.0%
90
52
3.6%
85
20
1.4%
80
58
4.0%
75
16
1.1%
70
60
4.1%
60
299
20.5%
50
144
9.9%
45
12
0.8%
40
4
0.3%
30
69
4.7%
20
536
36.7%
MSZoning
MISSING:
---
TOP CATEGORIES
1.0
1,151
79%
2.0
218
15%
0.0
65
4%
3.0
16
1%
4.0
10
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MSZoning
PROVIDES INFORMATION ON...
Alley
0.27
Street
0.17
CentralAir
0.12
Condition2
0.11
PavedDrive
0.11
BldgType
0.09
Foundation
0.09
ExterQual
0.08
GarageType
0.08
Heating
0.07
GarageQual
0.07
FullBath
0.06
BsmtQual
0.06
Electrical
0.06

THESE FEATURES
GIVE INFORMATION
ON MSZoning:
Foundation
0.13
GarageType
0.12
Alley
0.11
OverallQual
0.10
BsmtQual
0.10
GarageFinish
0.09
ExterQual
0.09
HouseStyle
0.09
BldgType
0.09
OverallCond
0.08
FullBath
0.08
KitchenQual
0.08
GarageCars
0.07
LotShape
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MSZoning
CORRELATION RATIO WITH...
YearBuilt
0.47
MSSubClass
0.35
SalePrice
0.33
Neighborhood
0.33
1stFlrSF
0.31
YearRemodAdd
0.28
TotalBsmtSF
0.27
GarageArea
0.27
EnclosedPorch
0.23
BsmtFinSF1
0.21
LotArea
0.21
OpenPorchSF
0.19
GarageYrBlt
0.17
WoodDeckSF
0.17
LotFrontage
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
1stFlrSF
0.25
TotalBsmtSF
0.24
TotRmsAbvGrd
0.22
GrLivArea
0.22
MSSubClass
-0.22
SalePrice
0.21
GarageArea
0.20
BsmtUnfSF
0.16
MasVnrArea
0.10
LotArea
0.10
Exterior2nd
0.10
Exterior1st
0.09
YearRemodAdd
-0.08
BsmtFinSF1
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BldgType
0.27
OverallQual
0.25
GarageCars
0.25
LotConfig
0.24
PoolArea
0.23
RoofMatl
0.21
BsmtQual
0.21
SaleType
0.19
LotShape
0.19
SaleCondition
0.19
KitchenQual
0.18
BedroomAbvGr
0.17
ExterQual
0.16
FireplaceQu
0.15
MOST FREQUENT VALUES
0.0
259
17.7%
60.0
143
9.8%
70.0
70
4.8%
80.0
69
4.7%
50.0
57
3.9%
75.0
53
3.6%
65.0
44
3.0%
85.0
40
2.7%
78.0
25
1.7%
90.0
23
1.6%
21.0
23
1.6%
64.0
19
1.3%
24.0
19
1.3%
68.0
19
1.3%
73.0
18
1.2%
SMALLEST VALUES
0.0
259
17.7%
21.0
23
1.6%
24.0
19
1.3%
30.0
6
0.4%
32.0
5
0.3%
33.0
1
<0.1%
34.0
10
0.7%
35.0
9
0.6%
36.0
6
0.4%
37.0
5
0.3%
38.0
1
<0.1%
39.0
1
<0.1%
40.0
12
0.8%
41.0
6
0.4%
42.0
4
0.3%
LARGEST VALUES
313.0
2
0.1%
182.0
1
<0.1%
174.0
2
0.1%
168.0
1
<0.1%
160.0
1
<0.1%
153.0
1
<0.1%
152.0
1
<0.1%
150.0
1
<0.1%
149.0
1
<0.1%
144.0
1
<0.1%
141.0
1
<0.1%
140.0
1
<0.1%
138.0
1
<0.1%
137.0
1
<0.1%
134.0
2
0.1%
LotArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
1stFlrSF
0.30
SalePrice
0.26
GrLivArea
0.26
TotalBsmtSF
0.26
BsmtFinSF1
0.21
TotRmsAbvGrd
0.19
GarageArea
0.18
WoodDeckSF
0.17
MSSubClass
-0.14
BsmtFinSF2
0.11
MasVnrArea
0.10
LotFrontage
0.10
OpenPorchSF
0.08
GarageYrBlt
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandSlope
0.55
LandContour
0.38
LotShape
0.37
BsmtFullBath
0.33
Fireplaces
0.31
BsmtExposure
0.28
BldgType
0.24
RoofMatl
0.23
MSZoning
0.21
Street
0.20
LotConfig
0.19
FireplaceQu
0.19
GarageType
0.16
BedroomAbvGr
0.16
MOST FREQUENT VALUES
7200
25
1.7%
9600
24
1.6%
6000
17
1.2%
9000
14
1.0%
8400
14
1.0%
10800
14
1.0%
1680
10
0.7%
7500
9
0.6%
9100
8
0.5%
8125
8
0.5%
6120
8
0.5%
6240
8
0.5%
3182
7
0.5%
7800
6
0.4%
8450
6
0.4%
SMALLEST VALUES
1300
1
<0.1%
1477
1
<0.1%
1491
1
<0.1%
1526
1
<0.1%
1533
2
0.1%
1596
1
<0.1%
1680
10
0.7%
1869
1
<0.1%
1890
2
0.1%
1920
1
<0.1%
1936
1
<0.1%
1950
1
<0.1%
1953
1
<0.1%
1974
1
<0.1%
2001
1
<0.1%
LARGEST VALUES
215245
1
<0.1%
164660
1
<0.1%
159000
1
<0.1%
115149
1
<0.1%
70761
1
<0.1%
63887
1
<0.1%
57200
1
<0.1%
53504
1
<0.1%
53227
1
<0.1%
53107
1
<0.1%
50271
1
<0.1%
46589
1
<0.1%
45600
1
<0.1%
40094
1
<0.1%
39104
1
<0.1%
Street
MISSING:
---
TOP CATEGORIES
0
1,454
>99%
1
6
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Street
PROVIDES INFORMATION ON...
MiscFeature
0.02
LandSlope
0.02
ExterQual
0.01
LandContour
0.01
MSZoning
0.01
GarageType
0.01
CentralAir
0.01
BldgType
0.01
BsmtFinType2
0.00
Condition1
0.00
SaleType
0.00
BsmtExposure
0.00
Foundation
0.00
SaleCondition
0.00

THESE FEATURES
GIVE INFORMATION
ON Street:
ExterQual
0.30
GarageType
0.23
LandSlope
0.21
MSZoning
0.17
MiscFeature
0.16
OverallQual
0.15
LandContour
0.14
BsmtExposure
0.14
BldgType
0.13
Foundation
0.13
KitchenQual
0.11
Fireplaces
0.11
OverallCond
0.10
Condition1
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Street
CORRELATION RATIO WITH...
LotArea
0.20
YearRemodAdd
0.07
GarageArea
0.05
2ndFlrSF
0.05
TotRmsAbvGrd
0.05
GrLivArea
0.04
SalePrice
0.04
BsmtFinSF2
0.04
BsmtUnfSF
0.04
ScreenPorch
0.03
GarageYrBlt
0.03
LotFrontage
0.03
MSSubClass
0.02
EnclosedPorch
0.02
Alley
MISSING:
---
TOP CATEGORIES
0
1,369
94%
2
50
3%
1
41
3%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Alley
PROVIDES INFORMATION ON...
MSZoning
0.11
Heating
0.06
PavedDrive
0.06
CentralAir
0.05
GarageType
0.04
Foundation
0.03
GarageCond
0.03
BldgType
0.03
Electrical
0.03
GarageQual
0.02
GarageFinish
0.02
Condition1
0.02
ExterQual
0.02
BsmtQual
0.02

THESE FEATURES
GIVE INFORMATION
ON Alley:
MSZoning
0.27
GarageType
0.15
Foundation
0.13
GarageFinish
0.10
HouseStyle
0.08
BsmtQual
0.07
BldgType
0.07
PavedDrive
0.07
BsmtFinType1
0.06
OverallQual
0.06
OverallCond
0.06
ExterQual
0.06
BsmtExposure
0.05
MasVnrType
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Alley
CORRELATION RATIO WITH...
YearBuilt
0.32
MSSubClass
0.19
EnclosedPorch
0.19
Neighborhood
0.16
BsmtFinSF1
0.15
SalePrice
0.14
TotalBsmtSF
0.14
1stFlrSF
0.14
YearRemodAdd
0.13
WoodDeckSF
0.12
2ndFlrSF
0.11
GarageArea
0.10
MasVnrArea
0.09
LotArea
0.08
LotShape
MISSING:
---
TOP CATEGORIES
0
925
63%
1
484
33%
2
41
3%
3
10
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LotShape
PROVIDES INFORMATION ON...
PoolArea
0.17
Utilities
0.13
LotConfig
0.09
RoofMatl
0.09
Condition2
0.08
PoolQC
0.07
MSZoning
0.07
LandContour
0.05
Heating
0.05
LandSlope
0.04
Alley
0.04
Street
0.03
KitchenAbvGr
0.03
GarageQual
0.03

THESE FEATURES
GIVE INFORMATION
ON LotShape:
LotConfig
0.10
MSZoning
0.06
BsmtQual
0.05
GarageType
0.04
GarageFinish
0.04
OverallQual
0.04
GarageCars
0.04
FireplaceQu
0.03
Fireplaces
0.03
Foundation
0.03
LandContour
0.03
ExterQual
0.03
BsmtExposure
0.03
Condition1
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LotShape
CORRELATION RATIO WITH...
LotArea
0.37
SalePrice
0.28
YearBuilt
0.24
TotalBsmtSF
0.22
GrLivArea
0.21
1stFlrSF
0.20
LotFrontage
0.19
BsmtFinSF1
0.18
YearRemodAdd
0.18
GarageArea
0.18
WoodDeckSF
0.17
TotRmsAbvGrd
0.14
MSSubClass
0.12
MasVnrArea
0.11
LandContour
MISSING:
---
TOP CATEGORIES
2
1,311
90%
3
63
4%
1
50
3%
0
36
2%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LandContour
PROVIDES INFORMATION ON...
LandSlope
0.38
Street
0.14
RoofMatl
0.13
Condition2
0.07
PoolArea
0.07
BsmtExposure
0.04
PoolQC
0.04
PavedDrive
0.03
ExterQual
0.03
LotShape
0.03
CentralAir
0.03
MSZoning
0.03
Alley
0.02
SaleCondition
0.02

THESE FEATURES
GIVE INFORMATION
ON LandContour:
LandSlope
0.20
BsmtExposure
0.09
OverallQual
0.05
ExterQual
0.05
GarageType
0.05
LotShape
0.05
GarageFinish
0.05
HouseStyle
0.05
MSZoning
0.04
Foundation
0.04
BsmtQual
0.04
BsmtFinType1
0.04
RoofMatl
0.04
GarageCars
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandContour
CORRELATION RATIO WITH...
LotArea
0.38
YearBuilt
0.22
SalePrice
0.16
YearRemodAdd
0.14
LowQualFinSF
0.13
BsmtFinSF1
0.13
GarageArea
0.12
LotFrontage
0.12
WoodDeckSF
0.12
BsmtUnfSF
0.10
TotalBsmtSF
0.09
GarageYrBlt
0.09
EnclosedPorch
0.09
MoSold
0.08
Utilities
MISSING:
---
TOP CATEGORIES
1.0
1,459
>99%
0.0
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Utilities
PROVIDES INFORMATION ON...
BsmtHalfBath
0.01
Electrical
0.01
SaleType
0.00
BsmtFinType2
0.00
SaleCondition
0.00
GarageType
0.00
LotConfig
0.00
HouseStyle
0.00
HeatingQC
0.00
LotShape
0.00
OverallCond
0.00
MasVnrType
0.00
FireplaceQu
0.00
GarageFinish
0.00

THESE FEATURES
GIVE INFORMATION
ON Utilities:
GarageType
0.53
SaleType
0.43
BsmtFinType2
0.40
HouseStyle
0.38
BsmtHalfBath
0.35
LotConfig
0.33
Electrical
0.33
SaleCondition
0.32
HeatingQC
0.22
OverallCond
0.21
YrSold
0.18
OverallQual
0.16
FireplaceQu
0.16
BsmtFinType1
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Utilities
CORRELATION RATIO WITH...
ScreenPorch
0.10
MasVnrArea
0.06
MoSold
0.05
BsmtFinSF2
0.05
Neighborhood
0.05
LotFrontage
0.04
YearRemodAdd
0.03
Exterior2nd
0.03
Exterior1st
0.03
OpenPorchSF
0.03
MSSubClass
0.02
2ndFlrSF
0.02
WoodDeckSF
0.02
BsmtFinSF1
0.02
LotConfig
MISSING:
---
TOP CATEGORIES
2
1,052
72%
1
263
18%
0
94
6%
3
47
3%
4
4
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LotConfig
PROVIDES INFORMATION ON...
Utilities
0.33
PoolArea
0.15
PoolQC
0.11
Condition2
0.11
RoofMatl
0.10
LotShape
0.10
Condition1
0.05
Heating
0.03
BldgType
0.03
MSZoning
0.03
LandSlope
0.03
GarageCond
0.03
Alley
0.03
Street
0.02

THESE FEATURES
GIVE INFORMATION
ON LotConfig:
LotShape
0.09
Condition1
0.04
MSZoning
0.02
BldgType
0.02
GarageType
0.02
BsmtFinType1
0.02
BsmtQual
0.02
Foundation
0.02
OverallQual
0.02
OverallCond
0.01
FireplaceQu
0.01
RoofMatl
0.01
GarageCars
0.01
RoofStyle
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LotConfig
CORRELATION RATIO WITH...
LotFrontage
0.24
LotArea
0.19
YearBuilt
0.15
SalePrice
0.14
EnclosedPorch
0.14
YearRemodAdd
0.11
GrLivArea
0.11
1stFlrSF
0.10
BsmtFinSF1
0.10
MSSubClass
0.09
GarageArea
0.09
WoodDeckSF
0.09
TotalBsmtSF
0.08
MiscVal
0.07
LandSlope
MISSING:
---
TOP CATEGORIES
2
1,382
95%
1
65
4%
0
13
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LandSlope
PROVIDES INFORMATION ON...
Street
0.21
LandContour
0.20
RoofMatl
0.13
BsmtExposure
0.03
Condition2
0.02
RoofStyle
0.02
Functional
0.02
BsmtFullBath
0.01
Heating
0.01
Fireplaces
0.01
LotShape
0.01
BsmtFinType2
0.01
BsmtCond
0.01
MSZoning
0.01

THESE FEATURES
GIVE INFORMATION
ON LandSlope:
LandContour
0.38
BsmtExposure
0.14
RoofMatl
0.06
RoofStyle
0.06
Fireplaces
0.06
OverallQual
0.05
BsmtFullBath
0.05
LotShape
0.04
GarageType
0.04
BedroomAbvGr
0.03
MSZoning
0.03
ExterQual
0.03
BsmtFinType2
0.03
LotConfig
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandSlope
CORRELATION RATIO WITH...
LotArea
0.55
BsmtUnfSF
0.12
BsmtFinSF1
0.11
BsmtFinSF2
0.11
WoodDeckSF
0.10
Neighborhood
0.09
YearBuilt
0.07
LotFrontage
0.07
1stFlrSF
0.07
Exterior1st
0.06
ScreenPorch
0.06
YearRemodAdd
0.06
SalePrice
0.05
GrLivArea
0.05
Neighborhood
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GarageArea
0.21
SalePrice
0.21
1stFlrSF
0.16
GrLivArea
0.15
TotalBsmtSF
0.15
OpenPorchSF
0.14
MasVnrArea
0.12
BsmtFinSF1
0.11
TotRmsAbvGrd
0.11
YearRemodAdd
-0.10
YearBuilt
-0.10
GarageYrBlt
0.09
Exterior2nd
-0.09
Exterior1st
-0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MSZoning
0.33
OverallQual
0.27
GarageCars
0.21
KitchenQual
0.18
BsmtQual
0.17
Alley
0.16
ExterQual
0.16
FullBath
0.15
MasVnrType
0.14
SaleType
0.14
Condition1
0.14
RoofStyle
0.14
SaleCondition
0.13
GarageType
0.12
MOST FREQUENT VALUES
12
225
15.4%
5
150
10.3%
17
113
7.7%
7
100
6.8%
21
86
5.9%
8
79
5.4%
16
77
5.3%
19
74
5.1%
14
73
5.0%
20
59
4.0%
3
58
4.0%
6
51
3.5%
11
49
3.4%
15
41
2.8%
23
38
2.6%
SMALLEST VALUES
0
17
1.2%
1
2
0.1%
2
16
1.1%
3
58
4.0%
4
28
1.9%
5
150
10.3%
6
51
3.5%
7
100
6.8%
8
79
5.4%
9
37
2.5%
10
17
1.2%
11
49
3.4%
12
225
15.4%
13
9
0.6%
14
73
5.0%
LARGEST VALUES
24
11
0.8%
23
38
2.6%
22
25
1.7%
21
86
5.9%
20
59
4.0%
19
74
5.1%
18
25
1.7%
17
113
7.7%
16
77
5.3%
15
41
2.8%
14
73
5.0%
13
9
0.6%
12
225
15.4%
11
49
3.4%
10
17
1.2%
Condition1
MISSING:
---
TOP CATEGORIES
2
1,260
86%
1
81
6%
0
48
3%
6
26
2%
4
19
1%
5
11
<1%
3
8
<1%
8
5
<1%
7
2
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition1
PROVIDES INFORMATION ON...
Condition2
0.46
PoolArea
0.19
PoolQC
0.12
RoofMatl
0.11
Street
0.10
KitchenAbvGr
0.06
Alley
0.05
Heating
0.04
BsmtQual
0.04
BldgType
0.04
PavedDrive
0.04
LotConfig
0.04
ExterQual
0.03
GarageCond
0.03

THESE FEATURES
GIVE INFORMATION
ON Condition1:
BsmtQual
0.07
OverallQual
0.07
HouseStyle
0.06
Condition2
0.06
GarageFinish
0.05
GarageType
0.05
LotConfig
0.05
Foundation
0.05
OverallCond
0.05
ExterQual
0.04
BldgType
0.04
MSZoning
0.03
BsmtFinType1
0.03
BsmtExposure
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition1
CORRELATION RATIO WITH...
YearBuilt
0.28
YearRemodAdd
0.21
3SsnPorch
0.18
SalePrice
0.18
1stFlrSF
0.17
GrLivArea
0.15
EnclosedPorch
0.14
Neighborhood
0.14
WoodDeckSF
0.13
TotalBsmtSF
0.13
TotRmsAbvGrd
0.13
OpenPorchSF
0.13
GarageYrBlt
0.12
2ndFlrSF
0.11
Condition2
MISSING:
---
TOP CATEGORIES
2
1,445
99%
1
6
<1%
0
2
<1%
7
2
<1%
4
2
<1%
3
1
<1%
6
1
<1%
5
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition2
PROVIDES INFORMATION ON...
Condition1
0.06
KitchenAbvGr
0.05
MiscFeature
0.03
GarageQual
0.02
BldgType
0.02
ExterCond
0.02
ExterQual
0.01
RoofStyle
0.01
MSZoning
0.01
OverallCond
0.01
SaleType
0.01
LandContour
0.01
GarageType
0.01
PavedDrive
0.01

THESE FEATURES
GIVE INFORMATION
ON Condition2:
Condition1
0.46
OverallQual
0.24
OverallCond
0.21
GarageType
0.16
BsmtFinType1
0.16
ExterQual
0.16
BsmtQual
0.16
HouseStyle
0.16
BldgType
0.15
Foundation
0.14
GarageQual
0.14
KitchenQual
0.13
FireplaceQu
0.12
KitchenAbvGr
0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition2
CORRELATION RATIO WITH...
MiscVal
0.44
OpenPorchSF
0.21
GrLivArea
0.17
YearBuilt
0.16
1stFlrSF
0.16
TotalBsmtSF
0.15
MasVnrArea
0.15
BsmtFinSF1
0.15
LowQualFinSF
0.14
TotRmsAbvGrd
0.13
MSSubClass
0.12
GarageArea
0.12
SalePrice
0.10
LotFrontage
0.10
BldgType
MISSING:
---
TOP CATEGORIES
1Fam
1,220
84%
TwnhsE
114
8%
Duplex
52
4%
Twnhs
43
3%
2fmCon
31
2%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BldgType
PROVIDES INFORMATION ON...
KitchenAbvGr
0.69
Condition2
0.15
Street
0.13
CentralAir
0.11
BedroomAbvGr
0.10
Heating
0.09
MSZoning
0.09
Alley
0.07
BsmtQual
0.06
BsmtCond
0.06
Foundation
0.06
ExterQual
0.06
GarageQual
0.06
GarageCond
0.06

THESE FEATURES
GIVE INFORMATION
ON BldgType:
KitchenAbvGr
0.21
BedroomAbvGr
0.19
BsmtQual
0.10
Foundation
0.10
MSZoning
0.09
GarageFinish
0.08
OverallQual
0.08
HouseStyle
0.08
GarageType
0.08
ExterQual
0.08
OverallCond
0.07
GarageCars
0.07
KitchenQual
0.06
HalfBath
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BldgType
CORRELATION RATIO WITH...
MSSubClass
0.86
YearBuilt
0.32
TotRmsAbvGrd
0.29
LotFrontage
0.27
LotArea
0.24
GarageYrBlt
0.23
YearRemodAdd
0.23
1stFlrSF
0.20
SalePrice
0.19
Exterior2nd
0.17
TotalBsmtSF
0.15
2ndFlrSF
0.15
EnclosedPorch
0.14
GrLivArea
0.14
HouseStyle
MISSING:
---
TOP CATEGORIES
0
726
50%
3
445
30%
2
154
11%
7
65
4%
6
37
3%
1
14
<1%
4
11
<1%
5
8
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HouseStyle
PROVIDES INFORMATION ON...
Utilities
0.38
HalfBath
0.33
PoolArea
0.20
PoolQC
0.16
Condition2
0.16
Heating
0.15
BedroomAbvGr
0.12
GarageType
0.11
FullBath
0.11
Foundation
0.10
MSZoning
0.09
RoofMatl
0.09
Street
0.09
BsmtExposure
0.08

THESE FEATURES
GIVE INFORMATION
ON HouseStyle:
HalfBath
0.18
BedroomAbvGr
0.11
GarageType
0.10
Foundation
0.08
OverallQual
0.08
FullBath
0.07
BsmtQual
0.07
BsmtExposure
0.07
BsmtFinType1
0.06
GarageFinish
0.06
GarageCars
0.05
MSZoning
0.05
OverallCond
0.05
MasVnrType
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
CORRELATION RATIO WITH...
2ndFlrSF
0.92
LowQualFinSF
0.61
GrLivArea
0.56
TotRmsAbvGrd
0.53
MSSubClass
0.51
YearBuilt
0.49
1stFlrSF
0.39
TotalBsmtSF
0.35
YearRemodAdd
0.32
SalePrice
0.29
BsmtFinSF1
0.25
GarageArea
0.25
OpenPorchSF
0.25
BsmtUnfSF
0.24
OverallQual
MISSING:
---
TOP CATEGORIES
5
397
27%
6
374
26%
7
319
22%
8
168
12%
4
116
8%
9
43
3%
3
20
1%
10
18
1%
2
3
<1%
1
2
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OverallQual
PROVIDES INFORMATION ON...
ExterQual
0.46
KitchenQual
0.33
BsmtQual
0.30
PoolArea
0.29
FullBath
0.26
GarageCars
0.26
Condition2
0.24
PoolQC
0.23
Foundation
0.22
CentralAir
0.18
GarageFinish
0.17
Utilities
0.16
Heating
0.16
GarageCond
0.15

THESE FEATURES
GIVE INFORMATION
ON OverallQual:
ExterQual
0.22
BsmtQual
0.20
KitchenQual
0.19
GarageCars
0.17
Foundation
0.13
FullBath
0.12
GarageFinish
0.12
FireplaceQu
0.10
BsmtFinType1
0.10
GarageType
0.09
OverallCond
0.09
HeatingQC
0.09
Fireplaces
0.07
MasVnrType
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
CORRELATION RATIO WITH...
SalePrice
0.83
GrLivArea
0.61
YearBuilt
0.59
GarageArea
0.58
TotalBsmtSF
0.58
YearRemodAdd
0.57
1stFlrSF
0.53
MasVnrArea
0.46
TotRmsAbvGrd
0.44
GarageYrBlt
0.35
2ndFlrSF
0.34
BsmtFinSF1
0.33
OpenPorchSF
0.33
BsmtUnfSF
0.33
OverallCond
MISSING:
---
TOP CATEGORIES
5
821
56%
6
252
17%
7
205
14%
8
72
5%
4
57
4%
3
25
2%
9
22
2%
2
5
<1%
1
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OverallCond
PROVIDES INFORMATION ON...
Condition2
0.21
Utilities
0.21
ExterCond
0.20
PoolArea
0.18
Foundation
0.17
ExterQual
0.16
BsmtQual
0.15
Heating
0.14
CentralAir
0.13
FullBath
0.12
SaleType
0.11
Electrical
0.11
Street
0.10
BsmtCond
0.10

THESE FEATURES
GIVE INFORMATION
ON OverallCond:
Foundation
0.13
BsmtQual
0.13
OverallQual
0.12
ExterQual
0.10
GarageCars
0.08
FullBath
0.07
ExterCond
0.07
BsmtFinType1
0.07
KitchenQual
0.06
GarageFinish
0.06
GarageType
0.06
HeatingQC
0.05
HouseStyle
0.05
SaleType
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallCond
CORRELATION RATIO WITH...
YearBuilt
0.63
YearRemodAdd
0.43
SalePrice
0.35
GarageArea
0.32
TotalBsmtSF
0.27
MasVnrArea
0.22
GarageYrBlt
0.22
GrLivArea
0.21
EnclosedPorch
0.20
BsmtUnfSF
0.20
1stFlrSF
0.20
OpenPorchSF
0.18
Exterior2nd
0.16
TotRmsAbvGrd
0.16
YearBuilt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearRemodAdd
0.59
SalePrice
-0.52
GarageArea
-0.48
TotalBsmtSF
-0.39
EnclosedPorch
0.39
MasVnrArea
-0.31
1stFlrSF
-0.28
GarageYrBlt
-0.27
BsmtFinSF1
-0.25
WoodDeckSF
-0.22
GrLivArea
-0.20
OpenPorchSF
-0.19
LowQualFinSF
0.18
BsmtUnfSF
-0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Foundation
0.76
BsmtQual
0.75
GarageFinish
0.63
OverallCond
0.63
ExterQual
0.62
GarageType
0.60
OverallQual
0.59
GarageCars
0.57
KitchenQual
0.55
FullBath
0.51
BsmtFinType1
0.51
HouseStyle
0.49
HeatingQC
0.48
MSZoning
0.47
MOST FREQUENT VALUES
17
67
4.6%
18
64
4.4%
19
54
3.7%
16
49
3.4%
20
45
3.1%
47
33
2.3%
46
32
2.2%
103
30
2.1%
64
26
1.8%
25
25
1.7%
24
25
1.7%
58
24
1.6%
23
24
1.6%
53
24
1.6%
69
24
1.6%
SMALLEST VALUES
13
1
<0.1%
14
18
1.2%
15
23
1.6%
16
49
3.4%
17
67
4.6%
18
64
4.4%
19
54
3.7%
20
45
3.1%
21
23
1.6%
22
20
1.4%
23
24
1.6%
24
25
1.7%
25
25
1.7%
26
14
1.0%
27
15
1.0%
LARGEST VALUES
151
1
<0.1%
148
1
<0.1%
143
4
0.3%
141
1
<0.1%
138
2
0.1%
133
2
0.1%
131
2
0.1%
130
1
<0.1%
125
1
<0.1%
123
10
0.7%
119
1
<0.1%
118
1
<0.1%
117
1
<0.1%
115
2
0.1%
113
17
1.2%
YearRemodAdd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
0.59
SalePrice
-0.51
GarageArea
-0.37
TotalBsmtSF
-0.29
GrLivArea
-0.29
1stFlrSF
-0.24
Exterior1st
-0.24
OpenPorchSF
-0.23
Exterior2nd
-0.22
WoodDeckSF
-0.21
EnclosedPorch
0.19
TotRmsAbvGrd
-0.19
BsmtUnfSF
-0.18
MasVnrArea
-0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenQual
0.66
ExterQual
0.60
BsmtQual
0.59
Foundation
0.58
OverallQual
0.57
HeatingQC
0.55
GarageFinish
0.47
BsmtFinType1
0.47
GarageCars
0.46
FullBath
0.45
OverallCond
0.43
GarageType
0.39
Electrical
0.36
SaleType
0.36
MOST FREQUENT VALUES
73
178
12.2%
17
97
6.6%
16
76
5.2%
18
73
5.0%
19
62
4.2%
23
55
3.8%
20
51
3.5%
21
48
3.3%
15
40
2.7%
27
36
2.5%
25
36
2.5%
28
31
2.1%
47
30
2.1%
24
30
2.1%
53
26
1.8%
SMALLEST VALUES
13
6
0.4%
14
23
1.6%
15
40
2.7%
16
76
5.2%
17
97
6.6%
18
73
5.0%
19
62
4.2%
20
51
3.5%
21
48
3.3%
22
21
1.4%
23
55
3.8%
24
30
2.1%
25
36
2.5%
26
25
1.7%
27
36
2.5%
LARGEST VALUES
73
178
12.2%
72
4
0.3%
71
5
0.3%
70
10
0.7%
69
14
1.0%
68
9
0.6%
67
10
0.7%
66
9
0.6%
65
15
1.0%
64
18
1.2%
63
12
0.8%
62
8
0.5%
61
14
1.0%
60
13
0.9%
59
11
0.8%
RoofStyle
MISSING:
---
TOP CATEGORIES
1
1,141
78%
3
286
20%
0
13
<1%
2
11
<1%
4
7
<1%
5
2
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RoofStyle
PROVIDES INFORMATION ON...
RoofMatl
0.47
PoolArea
0.18
Condition2
0.11
PoolQC
0.08
LandSlope
0.06
Heating
0.04
MiscFeature
0.04
Alley
0.04
BsmtQual
0.04
ExterQual
0.03
HouseStyle
0.03
MasVnrType
0.03
KitchenAbvGr
0.03
Functional
0.03

THESE FEATURES
GIVE INFORMATION
ON RoofStyle:
RoofMatl
0.09
HouseStyle
0.07
OverallQual
0.07
BsmtQual
0.07
MasVnrType
0.05
GarageCars
0.05
ExterQual
0.05
FireplaceQu
0.04
Foundation
0.03
BsmtExposure
0.03
KitchenQual
0.03
GarageType
0.03
BedroomAbvGr
0.03
GarageFinish
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RoofStyle
CORRELATION RATIO WITH...
1stFlrSF
0.34
MiscVal
0.31
TotalBsmtSF
0.29
MasVnrArea
0.27
SalePrice
0.24
BsmtFinSF1
0.23
BsmtFinSF2
0.18
GarageArea
0.17
GrLivArea
0.17
YearBuilt
0.16
2ndFlrSF
0.16
TotRmsAbvGrd
0.15
LotArea
0.15
LotFrontage
0.15
RoofMatl
MISSING:
---
TOP CATEGORIES
1
1,434
98%
5
11
<1%
7
6
<1%
6
5
<1%
3
1
<1%
2
1
<1%
4
1
<1%
0
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RoofMatl
PROVIDES INFORMATION ON...
PoolArea
0.23
PoolQC
0.19
RoofStyle
0.09
LandSlope
0.06
LandContour
0.04
KitchenAbvGr
0.03
Functional
0.03
Condition1
0.02
BsmtExposure
0.02
BsmtHalfBath
0.02
Fireplaces
0.02
BsmtFinType2
0.01
LotConfig
0.01
LotShape
0.01

THESE FEATURES
GIVE INFORMATION
ON RoofMatl:
RoofStyle
0.47
BsmtExposure
0.19
OverallQual
0.14
LandContour
0.13
BedroomAbvGr
0.13
LandSlope
0.13
Fireplaces
0.12
Condition1
0.11
FireplaceQu
0.10
LotConfig
0.10
BsmtFinType1
0.09
HouseStyle
0.09
LotShape
0.09
OverallCond
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RoofMatl
CORRELATION RATIO WITH...
TotalBsmtSF
0.32
BsmtFinSF1
0.31
1stFlrSF
0.29
GrLivArea
0.26
LotArea
0.23
LotFrontage
0.21
BsmtFinSF2
0.19
SalePrice
0.18
WoodDeckSF
0.15
GarageArea
0.14
MasVnrArea
0.14
TotRmsAbvGrd
0.14
OpenPorchSF
0.13
LowQualFinSF
0.12
Exterior1st
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Exterior2nd
0.85
YearRemodAdd
-0.24
BsmtUnfSF
0.13
SalePrice
0.10
GarageArea
0.10
YearBuilt
-0.10
LotFrontage
0.09
MSSubClass
-0.09
OpenPorchSF
0.08
Neighborhood
-0.07
2ndFlrSF
0.07
TotRmsAbvGrd
0.07
BsmtFinSF1
-0.07
GrLivArea
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Foundation
0.30
HeatingQC
0.27
ExterQual
0.23
OverallQual
0.21
KitchenQual
0.20
BsmtFinType1
0.20
BsmtQual
0.19
OverallCond
0.16
GarageCars
0.15
BldgType
0.14
SaleType
0.14
Fence
0.13
FullBath
0.13
SaleCondition
0.13
MOST FREQUENT VALUES
12
515
35.3%
6
222
15.2%
8
220
15.1%
13
206
14.1%
9
108
7.4%
5
61
4.2%
3
50
3.4%
14
26
1.8%
11
25
1.7%
0
20
1.4%
2
2
0.1%
10
2
0.1%
1
1
<0.1%
7
1
<0.1%
4
1
<0.1%
SMALLEST VALUES
0
20
1.4%
1
1
<0.1%
2
2
0.1%
3
50
3.4%
4
1
<0.1%
5
61
4.2%
6
222
15.2%
7
1
<0.1%
8
220
15.1%
9
108
7.4%
10
2
0.1%
11
25
1.7%
12
515
35.3%
13
206
14.1%
14
26
1.8%
LARGEST VALUES
14
26
1.8%
13
206
14.1%
12
515
35.3%
11
25
1.7%
10
2
0.1%
9
108
7.4%
8
220
15.1%
7
1
<0.1%
6
222
15.2%
5
61
4.2%
4
1
<0.1%
3
50
3.4%
2
2
0.1%
1
1
<0.1%
0
20
1.4%
Exterior2nd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Exterior1st
0.85
YearRemodAdd
-0.22
MSSubClass
-0.14
BsmtUnfSF
0.13
SalePrice
0.10
LotFrontage
0.10
GarageArea
0.10
Neighborhood
-0.09
BsmtFinSF1
-0.08
OpenPorchSF
0.08
YearBuilt
-0.08
TotRmsAbvGrd
0.07
GrLivArea
0.07
2ndFlrSF
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Foundation
0.30
HeatingQC
0.25
OverallQual
0.21
ExterQual
0.21
BsmtFinType1
0.19
KitchenQual
0.19
BldgType
0.17
OverallCond
0.16
BsmtQual
0.16
GarageCars
0.15
HouseStyle
0.14
SaleType
0.14
FullBath
0.13
FireplaceQu
0.13
MOST FREQUENT VALUES
13
504
34.5%
8
214
14.7%
6
207
14.2%
14
197
13.5%
10
142
9.7%
5
60
4.1%
15
38
2.6%
12
26
1.8%
3
25
1.7%
0
20
1.4%
7
10
0.7%
2
7
0.5%
11
5
0.3%
1
3
0.2%
9
1
<0.1%
SMALLEST VALUES
0
20
1.4%
1
3
0.2%
2
7
0.5%
3
25
1.7%
4
1
<0.1%
5
60
4.1%
6
207
14.2%
7
10
0.7%
8
214
14.7%
9
1
<0.1%
10
142
9.7%
11
5
0.3%
12
26
1.8%
13
504
34.5%
14
197
13.5%
LARGEST VALUES
15
38
2.6%
14
197
13.5%
13
504
34.5%
12
26
1.8%
11
5
0.3%
10
142
9.7%
9
1
<0.1%
8
214
14.7%
7
10
0.7%
6
207
14.2%
5
60
4.1%
4
1
<0.1%
3
25
1.7%
2
7
0.5%
1
3
0.2%
MasVnrType
MISSING:
---
TOP CATEGORIES
0
872
60%
3
445
30%
1
128
9%
2
15
1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MasVnrType
PROVIDES INFORMATION ON...
Utilities
0.14
PoolArea
0.12
ExterQual
0.11
PavedDrive
0.10
PoolQC
0.10
CentralAir
0.09
GarageCars
0.09
Condition2
0.09
GarageQual
0.08
Foundation
0.08
BsmtQual
0.08
SaleType
0.08
GarageType
0.08
GarageCond
0.07

THESE FEATURES
GIVE INFORMATION
ON MasVnrType:
OverallQual
0.13
GarageCars
0.11
ExterQual
0.09
BsmtQual
0.09
Foundation
0.09
GarageType
0.09
GarageFinish
0.09
KitchenQual
0.08
FireplaceQu
0.07
HouseStyle
0.06
BsmtFinType1
0.06
OverallCond
0.06
FullBath
0.05
HeatingQC
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MasVnrType
CORRELATION RATIO WITH...
MasVnrArea
0.69
YearBuilt
0.45
SalePrice
0.43
GarageArea
0.38
TotalBsmtSF
0.38
1stFlrSF
0.36
YearRemodAdd
0.30
BsmtFinSF1
0.25
GrLivArea
0.25
TotRmsAbvGrd
0.21
GarageYrBlt
0.18
EnclosedPorch
0.16
BsmtUnfSF
0.15
WoodDeckSF
0.15
MasVnrArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.48
GrLivArea
0.39
GarageArea
0.37
TotalBsmtSF
0.36
1stFlrSF
0.34
YearBuilt
-0.31
TotRmsAbvGrd
0.28
BsmtFinSF1
0.26
YearRemodAdd
-0.18
2ndFlrSF
0.17
WoodDeckSF
0.16
GarageYrBlt
0.13
OpenPorchSF
0.12
Neighborhood
0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MasVnrType
0.69
OverallQual
0.46
GarageCars
0.42
ExterQual
0.39
BsmtQual
0.36
KitchenQual
0.30
FireplaceQu
0.29
GarageFinish
0.29
FullBath
0.28
RoofStyle
0.27
Fireplaces
0.26
GarageType
0.26
Foundation
0.24
BsmtFinType1
0.23
MOST FREQUENT VALUES
0.0
861
59.0%
103.685261707989
8
0.5%
72.0
8
0.5%
108.0
8
0.5%
180.0
8
0.5%
120.0
7
0.5%
16.0
7
0.5%
340.0
6
0.4%
106.0
6
0.4%
80.0
6
0.4%
200.0
6
0.4%
360.0
5
0.3%
170.0
5
0.3%
84.0
5
0.3%
320.0
5
0.3%
SMALLEST VALUES
0.0
861
59.0%
1.0
2
0.1%
11.0
1
<0.1%
14.0
1
<0.1%
16.0
7
0.5%
18.0
2
0.1%
22.0
1
<0.1%
24.0
1
<0.1%
27.0
1
<0.1%
28.0
1
<0.1%
30.0
2
0.1%
31.0
1
<0.1%
32.0
1
<0.1%
34.0
1
<0.1%
36.0
1
<0.1%
LARGEST VALUES
1600.0
1
<0.1%
1378.0
1
<0.1%
1170.0
1
<0.1%
1129.0
1
<0.1%
1115.0
1
<0.1%
1047.0
1
<0.1%
1031.0
1
<0.1%
975.0
1
<0.1%
922.0
1
<0.1%
921.0
1
<0.1%
894.0
1
<0.1%
870.0
1
<0.1%
860.0
1
<0.1%
816.0
1
<0.1%
796.0
1
<0.1%
ExterQual
MISSING:
---
TOP CATEGORIES
1
906
62%
2
488
33%
3
52
4%
0
14
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ExterQual
PROVIDES INFORMATION ON...
KitchenQual
0.35
Street
0.30
BsmtQual
0.25
OverallQual
0.22
Foundation
0.21
FullBath
0.19
GarageCars
0.18
HeatingQC
0.16
Condition2
0.16
SaleType
0.15
GarageFinish
0.14
PoolArea
0.14
CentralAir
0.12
Electrical
0.12

THESE FEATURES
GIVE INFORMATION
ON ExterQual:
OverallQual
0.46
KitchenQual
0.43
BsmtQual
0.34
Foundation
0.27
GarageCars
0.24
HeatingQC
0.22
GarageFinish
0.21
FullBath
0.19
BsmtFinType1
0.17
OverallCond
0.16
GarageType
0.15
MasVnrType
0.11
FireplaceQu
0.11
SaleType
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ExterQual
CORRELATION RATIO WITH...
SalePrice
0.69
YearBuilt
0.62
YearRemodAdd
0.60
GarageArea
0.50
TotalBsmtSF
0.48
GrLivArea
0.44
1stFlrSF
0.42
MasVnrArea
0.39
TotRmsAbvGrd
0.31
OpenPorchSF
0.29
BsmtUnfSF
0.29
GarageYrBlt
0.27
BsmtFinSF1
0.24
Exterior1st
0.23
ExterCond
MISSING:
---
TOP CATEGORIES
2
1,282
88%
3
146
10%
1
28
2%
4
3
<1%
0
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ExterCond
PROVIDES INFORMATION ON...
PoolArea
0.09
Condition2
0.09
BsmtCond
0.07
OverallCond
0.07
GarageCond
0.05
CentralAir
0.04
GarageQual
0.04
Electrical
0.04
Functional
0.04
PavedDrive
0.04
PoolQC
0.04
Heating
0.04
SaleType
0.04
MiscFeature
0.03

THESE FEATURES
GIVE INFORMATION
ON ExterCond:
OverallCond
0.20
BsmtCond
0.07
OverallQual
0.06
BsmtQual
0.06
Foundation
0.06
GarageCars
0.06
GarageFinish
0.06
KitchenQual
0.06
ExterQual
0.05
GarageType
0.05
GarageCond
0.04
GarageQual
0.04
SaleType
0.04
BsmtFinType1
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ExterCond
CORRELATION RATIO WITH...
YearBuilt
0.27
GarageYrBlt
0.23
GarageArea
0.18
YearRemodAdd
0.16
SalePrice
0.15
OpenPorchSF
0.14
TotalBsmtSF
0.14
LowQualFinSF
0.11
BsmtUnfSF
0.10
BsmtFinSF1
0.09
WoodDeckSF
0.09
MSSubClass
0.09
MiscVal
0.08
1stFlrSF
0.08
Foundation
MISSING:
---
TOP CATEGORIES
2
647
44%
1
634
43%
0
146
10%
3
24
2%
4
6
<1%
5
3
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Foundation
PROVIDES INFORMATION ON...
BsmtQual
0.30
Heating
0.28
ExterQual
0.27
BsmtCond
0.21
CentralAir
0.20
KitchenQual
0.19
FullBath
0.16
HeatingQC
0.16
SaleType
0.15
BsmtFinType1
0.15
GarageCars
0.14
Condition2
0.14
KitchenAbvGr
0.14
MSZoning
0.13

THESE FEATURES
GIVE INFORMATION
ON Foundation:
BsmtQual
0.32
BsmtFinType1
0.22
OverallQual
0.22
ExterQual
0.21
KitchenQual
0.18
HeatingQC
0.17
OverallCond
0.17
GarageFinish
0.15
GarageCars
0.15
GarageType
0.13
FullBath
0.13
HouseStyle
0.10
BsmtExposure
0.10
MSZoning
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Foundation
CORRELATION RATIO WITH...
YearBuilt
0.76
YearRemodAdd
0.58
SalePrice
0.51
TotalBsmtSF
0.43
GarageArea
0.40
BsmtUnfSF
0.32
EnclosedPorch
0.31
GrLivArea
0.31
Exterior2nd
0.30
Exterior1st
0.30
2ndFlrSF
0.26
BsmtFinSF1
0.25
OpenPorchSF
0.24
MasVnrArea
0.24
BsmtQual
MISSING:
---
TOP CATEGORIES
3
649
44%
4
618
42%
5
121
8%
0
37
3%
2
35
2%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtQual
PROVIDES INFORMATION ON...
ExterQual
0.34
BsmtCond
0.34
Foundation
0.32
FullBath
0.23
KitchenQual
0.22
GarageCars
0.20
OverallQual
0.20
SaleType
0.16
BsmtExposure
0.16
KitchenAbvGr
0.16
PoolArea
0.16
Condition2
0.16
GarageFinish
0.15
Electrical
0.15

THESE FEATURES
GIVE INFORMATION
ON BsmtQual:
OverallQual
0.30
Foundation
0.30
ExterQual
0.25
GarageCars
0.20
KitchenQual
0.20
BsmtFinType1
0.19
GarageFinish
0.17
FullBath
0.17
BsmtExposure
0.16
OverallCond
0.15
BsmtCond
0.13
GarageType
0.12
HeatingQC
0.12
FireplaceQu
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtQual
CORRELATION RATIO WITH...
YearBuilt
0.75
SalePrice
0.68
YearRemodAdd
0.59
TotalBsmtSF
0.59
GarageArea
0.48
1stFlrSF
0.41
GrLivArea
0.39
MasVnrArea
0.36
BsmtFinSF1
0.34
OpenPorchSF
0.28
WoodDeckSF
0.27
BsmtUnfSF
0.27
TotRmsAbvGrd
0.26
EnclosedPorch
0.25
BsmtCond
MISSING:
---
TOP CATEGORIES
3
1,311
90%
4
65
4%
2
45
3%
0
37
3%
1
2
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtCond
PROVIDES INFORMATION ON...
Heating
0.14
BsmtQual
0.13
CentralAir
0.12
BsmtExposure
0.12
KitchenAbvGr
0.11
Foundation
0.09
Electrical
0.08
ExterCond
0.07
Functional
0.06
PavedDrive
0.06
GarageCond
0.06
RoofMatl
0.05
Condition2
0.04
BldgType
0.04

THESE FEATURES
GIVE INFORMATION
ON BsmtCond:
BsmtQual
0.34
BsmtExposure
0.28
Foundation
0.21
OverallQual
0.12
BsmtFinType1
0.12
OverallCond
0.10
ExterCond
0.07
CentralAir
0.07
ExterQual
0.06
Electrical
0.06
GarageType
0.06
BldgType
0.06
GarageFinish
0.06
KitchenQual
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtCond
CORRELATION RATIO WITH...
TotalBsmtSF
0.40
YearBuilt
0.28
SalePrice
0.23
BsmtUnfSF
0.21
YearRemodAdd
0.20
BsmtFinSF1
0.18
GarageArea
0.17
GarageYrBlt
0.15
WoodDeckSF
0.13
LowQualFinSF
0.12
EnclosedPorch
0.11
MasVnrArea
0.10
OpenPorchSF
0.10
BsmtFinSF2
0.10
BsmtExposure
MISSING:
---
TOP CATEGORIES
1
953
65%
3
221
15%
4
134
9%
2
114
8%
0
38
3%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtExposure
PROVIDES INFORMATION ON...
BsmtCond
0.28
RoofMatl
0.19
PoolArea
0.16
BsmtQual
0.16
Street
0.14
LandSlope
0.14
Heating
0.13
PoolQC
0.12
KitchenAbvGr
0.11
Foundation
0.10
LandContour
0.09
BsmtFullBath
0.09
Condition2
0.08
HouseStyle
0.07

THESE FEATURES
GIVE INFORMATION
ON BsmtExposure:
BsmtQual
0.16
BsmtCond
0.12
Foundation
0.10
BsmtFinType1
0.09
HouseStyle
0.08
OverallQual
0.07
BsmtFullBath
0.06
GarageType
0.05
GarageCars
0.04
ExterQual
0.04
GarageFinish
0.04
LandContour
0.04
KitchenQual
0.03
LandSlope
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtExposure
CORRELATION RATIO WITH...
TotalBsmtSF
0.49
BsmtFinSF1
0.39
SalePrice
0.39
1stFlrSF
0.32
YearBuilt
0.31
LotArea
0.28
GarageArea
0.26
WoodDeckSF
0.25
YearRemodAdd
0.24
BsmtUnfSF
0.23
MasVnrArea
0.19
GrLivArea
0.17
2ndFlrSF
0.15
BsmtFinSF2
0.12
BsmtFinType1
MISSING:
---
TOP CATEGORIES
0.0
467
32%
6.0
418
29%
5.0
220
15%
4.0
148
10%
3.0
133
9%
2.0
74
5%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFinType1
PROVIDES INFORMATION ON...
BsmtFullBath
0.30
Foundation
0.22
BsmtFinType2
0.20
BsmtQual
0.19
PoolArea
0.19
ExterQual
0.17
Condition2
0.16
Utilities
0.15
KitchenQual
0.13
PavedDrive
0.12
PoolQC
0.12
BsmtCond
0.12
Heating
0.12
CentralAir
0.11

THESE FEATURES
GIVE INFORMATION
ON BsmtFinType1:
Foundation
0.15
BsmtFullBath
0.13
BsmtQual
0.13
OverallQual
0.10
ExterQual
0.09
KitchenQual
0.08
GarageCars
0.07
BsmtFinType2
0.07
BsmtExposure
0.06
HeatingQC
0.06
OverallCond
0.05
FullBath
0.05
GarageType
0.05
GarageFinish
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
CORRELATION RATIO WITH...
BsmtFinSF1
0.71
BsmtUnfSF
0.53
YearBuilt
0.51
YearRemodAdd
0.47
SalePrice
0.44
BsmtFinSF2
0.37
TotalBsmtSF
0.34
GarageArea
0.32
1stFlrSF
0.25
GrLivArea
0.24
MasVnrArea
0.23
2ndFlrSF
0.21
WoodDeckSF
0.20
Exterior1st
0.20
BsmtFinSF1
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalBsmtSF
0.52
BsmtUnfSF
-0.50
1stFlrSF
0.45
SalePrice
0.39
GarageArea
0.30
MasVnrArea
0.26
YearBuilt
-0.25
LotArea
0.21
GrLivArea
0.21
WoodDeckSF
0.20
2ndFlrSF
-0.14
YearRemodAdd
-0.13
GarageYrBlt
0.12
Neighborhood
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
0.71
BsmtFullBath
0.65
BsmtExposure
0.39
BsmtQual
0.34
OverallQual
0.33
PoolArea
0.32
RoofMatl
0.31
Fireplaces
0.30
GarageType
0.28
KitchenQual
0.27
MasVnrType
0.25
Foundation
0.25
GarageFinish
0.25
HouseStyle
0.25
MOST FREQUENT VALUES
0.0
467
32.0%
24.0
12
0.8%
16.0
9
0.6%
686.0
5
0.3%
662.0
5
0.3%
20.0
5
0.3%
936.0
5
0.3%
616.0
5
0.3%
560.0
4
0.3%
553.0
4
0.3%
312.0
4
0.3%
400.0
4
0.3%
641.0
4
0.3%
384.0
4
0.3%
360.0
4
0.3%
SMALLEST VALUES
0.0
467
32.0%
2.0
1
<0.1%
16.0
9
0.6%
20.0
5
0.3%
24.0
12
0.8%
25.0
1
<0.1%
27.0
1
<0.1%
28.0
3
0.2%
33.0
1
<0.1%
35.0
1
<0.1%
36.0
1
<0.1%
40.0
1
<0.1%
41.0
1
<0.1%
48.0
2
0.1%
49.0
1
<0.1%
LARGEST VALUES
5644.0
1
<0.1%
2260.0
1
<0.1%
2188.0
1
<0.1%
2096.0
1
<0.1%
1904.0
1
<0.1%
1880.0
1
<0.1%
1810.0
1
<0.1%
1767.0
1
<0.1%
1721.0
1
<0.1%
1696.0
1
<0.1%
1646.0
1
<0.1%
1636.0
1
<0.1%
1619.0
1
<0.1%
1606.0
1
<0.1%
1573.0
1
<0.1%
BsmtFinType2
MISSING:
---
TOP CATEGORIES
0.0
1,294
89%
3.0
54
4%
2.0
46
3%
4.0
33
2%
5.0
19
1%
6.0
14
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFinType2
PROVIDES INFORMATION ON...
Utilities
0.40
PoolArea
0.19
PoolQC
0.18
Street
0.10
RoofMatl
0.07
BsmtFinType1
0.07
Condition2
0.06
Functional
0.04
Foundation
0.04
BsmtHalfBath
0.04
SaleType
0.03
MiscFeature
0.03
LandSlope
0.03
GarageQual
0.03

THESE FEATURES
GIVE INFORMATION
ON BsmtFinType2:
BsmtFinType1
0.20
Foundation
0.08
OverallQual
0.06
BsmtQual
0.05
OverallCond
0.04
HeatingQC
0.04
SaleType
0.04
ExterQual
0.03
HouseStyle
0.03
Fence
0.03
BsmtExposure
0.03
GarageType
0.03
BsmtFullBath
0.03
GarageCars
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType2
CORRELATION RATIO WITH...
BsmtFinSF2
0.84
BsmtUnfSF
0.25
YearRemodAdd
0.13
LotArea
0.13
WoodDeckSF
0.11
Exterior1st
0.10
Exterior2nd
0.10
2ndFlrSF
0.10
MSSubClass
0.09
SalePrice
0.09
YearBuilt
0.09
BsmtFinSF1
0.09
EnclosedPorch
0.07
ScreenPorch
0.07
BsmtFinSF2
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtUnfSF
-0.21
LotArea
0.11
TotalBsmtSF
0.10
2ndFlrSF
-0.10
1stFlrSF
0.10
ScreenPorch
0.09
MasVnrArea
-0.07
WoodDeckSF
0.07
YearRemodAdd
0.07
MSSubClass
-0.07
Exterior1st
-0.05
BsmtFinSF1
-0.05
YearBuilt
0.05
Neighborhood
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType2
0.84
BsmtFinType1
0.37
RoofMatl
0.19
Foundation
0.19
RoofStyle
0.18
BsmtFullBath
0.17
Functional
0.15
OverallQual
0.14
SaleType
0.14
BsmtExposure
0.12
Fence
0.12
BsmtQual
0.12
HouseStyle
0.12
MasVnrType
0.12
MOST FREQUENT VALUES
0.0
1,293
88.6%
180.0
5
0.3%
374.0
3
0.2%
551.0
2
0.1%
147.0
2
0.1%
294.0
2
0.1%
391.0
2
0.1%
539.0
2
0.1%
96.0
2
0.1%
480.0
2
0.1%
182.0
2
0.1%
468.0
2
0.1%
117.0
2
0.1%
64.0
2
0.1%
290.0
2
0.1%
SMALLEST VALUES
0.0
1,293
88.6%
28.0
1
<0.1%
32.0
1
<0.1%
35.0
1
<0.1%
40.0
1
<0.1%
41.0
2
0.1%
64.0
2
0.1%
68.0
1
<0.1%
80.0
1
<0.1%
81.0
1
<0.1%
93.0
2
0.1%
96.0
2
0.1%
105.0
1
<0.1%
106.0
1
<0.1%
108.0
1
<0.1%
LARGEST VALUES
1474.0
1
<0.1%
1127.0
1
<0.1%
1120.0
1
<0.1%
1085.0
1
<0.1%
1080.0
1
<0.1%
1063.0
1
<0.1%
1061.0
1
<0.1%
1057.0
1
<0.1%
1031.0
1
<0.1%
1029.0
1
<0.1%
972.0
1
<0.1%
906.0
1
<0.1%
872.0
1
<0.1%
869.0
1
<0.1%
841.0
1
<0.1%
BsmtUnfSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtFinSF1
-0.50
TotalBsmtSF
0.42
1stFlrSF
0.32
TotRmsAbvGrd
0.25
GrLivArea
0.24
SalePrice
0.21
BsmtFinSF2
-0.21
GarageArea
0.18
YearRemodAdd
-0.18
LotFrontage
0.16
YearBuilt
-0.15
MSSubClass
-0.14
Exterior1st
0.13
Exterior2nd
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
0.53
BsmtFullBath
0.42
OverallQual
0.33
Foundation
0.32
ExterQual
0.29
FullBath
0.29
GarageCars
0.28
BsmtQual
0.27
SaleCondition
0.26
SaleType
0.25
BsmtFinType2
0.25
HouseStyle
0.24
KitchenQual
0.23
FireplaceQu
0.23
MOST FREQUENT VALUES
0.0
118
8.1%
728.0
9
0.6%
384.0
8
0.5%
600.0
7
0.5%
300.0
7
0.5%
572.0
7
0.5%
270.0
6
0.4%
625.0
6
0.4%
672.0
6
0.4%
440.0
6
0.4%
280.0
6
0.4%
390.0
5
0.3%
108.0
5
0.3%
80.0
5
0.3%
216.0
5
0.3%
SMALLEST VALUES
0.0
118
8.1%
14.0
1
<0.1%
15.0
1
<0.1%
23.0
2
0.1%
26.0
1
<0.1%
29.0
1
<0.1%
30.0
1
<0.1%
32.0
2
0.1%
35.0
1
<0.1%
36.0
4
0.3%
38.0
1
<0.1%
39.0
1
<0.1%
40.0
1
<0.1%
50.0
1
<0.1%
55.0
2
0.1%
LARGEST VALUES
2336.0
1
<0.1%
2153.0
1
<0.1%
2121.0
1
<0.1%
2046.0
1
<0.1%
2042.0
1
<0.1%
2002.0
1
<0.1%
1969.0
1
<0.1%
1935.0
1
<0.1%
1926.0
1
<0.1%
1907.0
1
<0.1%
1905.0
1
<0.1%
1869.0
1
<0.1%
1836.0
1
<0.1%
1800.0
2
0.1%
1795.0
1
<0.1%
TotalBsmtSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
1stFlrSF
0.82
SalePrice
0.61
BsmtFinSF1
0.52
GarageArea
0.49
GrLivArea
0.45
BsmtUnfSF
0.42
YearBuilt
-0.39
MasVnrArea
0.36
YearRemodAdd
-0.29
TotRmsAbvGrd
0.29
LotArea
0.26
OpenPorchSF
0.25
MSSubClass
-0.24
LotFrontage
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtQual
0.59
OverallQual
0.58
BsmtExposure
0.49
ExterQual
0.48
GarageCars
0.48
KitchenQual
0.45
Foundation
0.43
GarageType
0.40
BsmtCond
0.40
MasVnrType
0.38
GarageFinish
0.38
FireplaceQu
0.36
Fireplaces
0.36
HouseStyle
0.35
MOST FREQUENT VALUES
0.0
37
2.5%
864.0
35
2.4%
672.0
17
1.2%
912.0
15
1.0%
1040.0
14
1.0%
816.0
13
0.9%
768.0
12
0.8%
728.0
12
0.8%
894.0
11
0.8%
780.0
11
0.8%
848.0
11
0.8%
832.0
10
0.7%
630.0
9
0.6%
756.0
9
0.6%
952.0
9
0.6%
SMALLEST VALUES
0.0
37
2.5%
105.0
1
<0.1%
190.0
1
<0.1%
264.0
3
0.2%
270.0
1
<0.1%
290.0
1
<0.1%
319.0
1
<0.1%
360.0
1
<0.1%
372.0
1
<0.1%
384.0
7
0.5%
408.0
1
<0.1%
420.0
1
<0.1%
440.0
3
0.2%
458.0
1
<0.1%
462.0
1
<0.1%
LARGEST VALUES
6110.0
1
<0.1%
3206.0
1
<0.1%
3200.0
1
<0.1%
3138.0
1
<0.1%
3094.0
1
<0.1%
2633.0
1
<0.1%
2524.0
1
<0.1%
2444.0
1
<0.1%
2396.0
1
<0.1%
2392.0
1
<0.1%
2330.0
1
<0.1%
2223.0
1
<0.1%
2217.0
1
<0.1%
2216.0
1
<0.1%
2158.0
1
<0.1%
Heating
MISSING:
---
TOP CATEGORIES
1
1,428
98%
2
18
1%
3
7
<1%
5
4
<1%
4
2
<1%
0
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Heating
PROVIDES INFORMATION ON...
CentralAir
0.18
GarageCond
0.05
Electrical
0.04
BsmtCond
0.04
Foundation
0.04
GarageQual
0.03
PavedDrive
0.03
HeatingQC
0.03
Alley
0.03
KitchenAbvGr
0.03
GarageType
0.02
BldgType
0.02
Functional
0.02
KitchenQual
0.02

THESE FEATURES
GIVE INFORMATION
ON Heating:
CentralAir
0.33
Foundation
0.28
HeatingQC
0.27
GarageType
0.17
OverallQual
0.16
HouseStyle
0.15
GarageCond
0.14
OverallCond
0.14
BsmtQual
0.14
BsmtCond
0.14
KitchenQual
0.13
BsmtExposure
0.13
GarageFinish
0.12
Electrical
0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Heating
CORRELATION RATIO WITH...
YearBuilt
0.22
YearRemodAdd
0.18
GarageYrBlt
0.18
TotalBsmtSF
0.16
GarageArea
0.14
LotArea
0.13
GrLivArea
0.13
SalePrice
0.12
2ndFlrSF
0.11
EnclosedPorch
0.10
Exterior1st
0.10
TotRmsAbvGrd
0.10
WoodDeckSF
0.09
1stFlrSF
0.09
HeatingQC
MISSING:
---
TOP CATEGORIES
4
741
51%
2
428
29%
3
241
17%
1
49
3%
0
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HeatingQC
PROVIDES INFORMATION ON...
Heating
0.27
ExterQual
0.22
Utilities
0.22
CentralAir
0.20
PoolArea
0.18
Foundation
0.17
KitchenQual
0.16
BsmtQual
0.12
Condition2
0.12
PoolQC
0.11
SaleType
0.11
KitchenAbvGr
0.10
SaleCondition
0.09
OverallQual
0.09

THESE FEATURES
GIVE INFORMATION
ON HeatingQC:
ExterQual
0.16
Foundation
0.16
KitchenQual
0.15
OverallQual
0.14
BsmtQual
0.12
GarageFinish
0.08
BsmtFinType1
0.08
GarageCars
0.07
OverallCond
0.06
FullBath
0.06
SaleCondition
0.06
GarageType
0.05
SaleType
0.05
CentralAir
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HeatingQC
CORRELATION RATIO WITH...
YearRemodAdd
0.55
YearBuilt
0.48
SalePrice
0.44
GarageArea
0.31
TotalBsmtSF
0.29
Exterior1st
0.27
GrLivArea
0.26
Exterior2nd
0.25
BsmtUnfSF
0.22
1stFlrSF
0.21
OpenPorchSF
0.19
MasVnrArea
0.17
TotRmsAbvGrd
0.17
GarageYrBlt
0.17
CentralAir
MISSING:
---
TOP CATEGORIES
1
1,365
93%
0
95
7%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
CentralAir
PROVIDES INFORMATION ON...
Heating
0.33
Electrical
0.12
PavedDrive
0.10
GarageCond
0.09
KitchenAbvGr
0.09
GarageQual
0.07
BsmtCond
0.07
GarageType
0.05
Street
0.05
Foundation
0.04
Alley
0.04
HeatingQC
0.04
MSZoning
0.04
GarageFinish
0.04

THESE FEATURES
GIVE INFORMATION
ON CentralAir:
GarageType
0.25
GarageFinish
0.22
HeatingQC
0.20
Foundation
0.20
OverallQual
0.18
Heating
0.18
Electrical
0.18
KitchenQual
0.17
GarageCond
0.15
BsmtQual
0.15
PavedDrive
0.13
GarageQual
0.13
OverallCond
0.13
ExterQual
0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CentralAir
CORRELATION RATIO WITH...
YearBuilt
0.38
YearRemodAdd
0.30
GarageYrBlt
0.27
SalePrice
0.25
GarageArea
0.23
TotalBsmtSF
0.21
BsmtFinSF1
0.17
EnclosedPorch
0.16
1stFlrSF
0.15
WoodDeckSF
0.15
MasVnrArea
0.13
MSSubClass
0.10
GrLivArea
0.09
ScreenPorch
0.05
Electrical
MISSING:
---
TOP CATEGORIES
3
1,335
91%
2
94
6%
1
27
2%
0
3
<1%
4
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Electrical
PROVIDES INFORMATION ON...
Utilities
0.33
CentralAir
0.18
Heating
0.12
PavedDrive
0.07
BsmtCond
0.06
GarageCond
0.06
GarageQual
0.05
KitchenAbvGr
0.05
ExterQual
0.05
BsmtQual
0.05
KitchenQual
0.04
Foundation
0.04
ExterCond
0.04
GarageFinish
0.03

THESE FEATURES
GIVE INFORMATION
ON Electrical:
BsmtQual
0.15
OverallQual
0.14
KitchenQual
0.12
CentralAir
0.12
Foundation
0.12
ExterQual
0.12
GarageFinish
0.12
OverallCond
0.11
GarageType
0.10
GarageCars
0.10
BsmtFinType1
0.10
BsmtCond
0.08
FullBath
0.07
HeatingQC
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Electrical
CORRELATION RATIO WITH...
YearRemodAdd
0.36
YearBuilt
0.35
SalePrice
0.24
GarageArea
0.24
TotalBsmtSF
0.18
BsmtFinSF1
0.16
EnclosedPorch
0.16
WoodDeckSF
0.16
GarageYrBlt
0.15
GrLivArea
0.13
1stFlrSF
0.13
MasVnrArea
0.11
OpenPorchSF
0.11
Neighborhood
0.09
1stFlrSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalBsmtSF
0.82
SalePrice
0.61
GrLivArea
0.57
GarageArea
0.49
BsmtFinSF1
0.45
TotRmsAbvGrd
0.41
MasVnrArea
0.34
BsmtUnfSF
0.32
LotArea
0.30
YearBuilt
-0.28
MSSubClass
-0.25
LotFrontage
0.25
YearRemodAdd
-0.24
WoodDeckSF
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.53
GarageCars
0.47
Fireplaces
0.42
ExterQual
0.42
FireplaceQu
0.42
KitchenQual
0.41
BsmtQual
0.41
FullBath
0.39
HouseStyle
0.39
GarageType
0.39
MasVnrType
0.36
GarageFinish
0.34
RoofStyle
0.34
BsmtExposure
0.32
MOST FREQUENT VALUES
864
25
1.7%
1040
16
1.1%
912
14
1.0%
894
12
0.8%
848
12
0.8%
672
11
0.8%
630
9
0.6%
816
9
0.6%
483
7
0.5%
960
7
0.5%
936
7
0.5%
832
7
0.5%
840
6
0.4%
1056
6
0.4%
764
6
0.4%
SMALLEST VALUES
334
1
<0.1%
372
1
<0.1%
438
1
<0.1%
480
1
<0.1%
483
7
0.5%
495
1
<0.1%
520
5
0.3%
525
1
<0.1%
526
1
<0.1%
536
1
<0.1%
546
3
0.2%
551
1
<0.1%
561
1
<0.1%
572
2
0.1%
575
1
<0.1%
LARGEST VALUES
4692
1
<0.1%
3228
1
<0.1%
3138
1
<0.1%
2898
1
<0.1%
2633
1
<0.1%
2524
1
<0.1%
2515
1
<0.1%
2444
1
<0.1%
2411
1
<0.1%
2402
1
<0.1%
2392
1
<0.1%
2364
1
<0.1%
2259
1
<0.1%
2234
1
<0.1%
2223
1
<0.1%
2ndFlrSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.69
TotRmsAbvGrd
0.62
SalePrice
0.32
MSSubClass
0.31
OpenPorchSF
0.21
1stFlrSF
-0.20
TotalBsmtSF
-0.17
MasVnrArea
0.17
YearRemodAdd
-0.14
GarageArea
0.14
BsmtFinSF1
-0.14
BsmtFinSF2
-0.10
WoodDeckSF
0.09
Exterior1st
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
0.92
HalfBath
0.62
BedroomAbvGr
0.55
FullBath
0.44
GarageType
0.38
OverallQual
0.34
FireplaceQu
0.26
Foundation
0.26
Fireplaces
0.21
BsmtFinType1
0.21
ExterQual
0.19
GarageCars
0.19
KitchenQual
0.19
BsmtQual
0.17
MOST FREQUENT VALUES
0
829
56.8%
728
10
0.7%
504
9
0.6%
546
8
0.5%
672
8
0.5%
600
7
0.5%
720
7
0.5%
896
6
0.4%
862
5
0.3%
780
5
0.3%
689
5
0.3%
840
5
0.3%
756
5
0.3%
739
4
0.3%
551
4
0.3%
SMALLEST VALUES
0
829
56.8%
110
1
<0.1%
167
1
<0.1%
192
1
<0.1%
208
1
<0.1%
213
1
<0.1%
220
1
<0.1%
224
1
<0.1%
240
2
0.1%
252
2
0.1%
272
1
<0.1%
299
1
<0.1%
304
1
<0.1%
316
1
<0.1%
319
1
<0.1%
LARGEST VALUES
2065
1
<0.1%
1872
1
<0.1%
1818
1
<0.1%
1796
1
<0.1%
1611
1
<0.1%
1589
1
<0.1%
1540
1
<0.1%
1538
1
<0.1%
1523
1
<0.1%
1519
1
<0.1%
1518
1
<0.1%
1479
1
<0.1%
1440
1
<0.1%
1427
1
<0.1%
1426
1
<0.1%
LowQualFinSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
0.18
GarageYrBlt
-0.15
GrLivArea
0.13
TotRmsAbvGrd
0.13
MasVnrArea
-0.07
GarageArea
-0.07
BsmtFinSF1
-0.06
2ndFlrSF
0.06
YearRemodAdd
0.06
EnclosedPorch
0.06
LotFrontage
0.05
MSSubClass
0.05
Exterior1st
0.04
TotalBsmtSF
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
0.61
BedroomAbvGr
0.31
GarageQual
0.23
PoolArea
0.21
GarageType
0.19
GarageCond
0.17
GarageFinish
0.16
GarageCars
0.15
PoolQC
0.15
OverallCond
0.14
ExterQual
0.14
Condition2
0.14
LandContour
0.13
MSZoning
0.13
MOST FREQUENT VALUES
0
1,434
98.2%
80
3
0.2%
360
2
0.1%
205
1
<0.1%
479
1
<0.1%
397
1
<0.1%
514
1
<0.1%
120
1
<0.1%
481
1
<0.1%
232
1
<0.1%
53
1
<0.1%
515
1
<0.1%
156
1
<0.1%
473
1
<0.1%
420
1
<0.1%
SMALLEST VALUES
0
1,434
98.2%
53
1
<0.1%
80
3
0.2%
120
1
<0.1%
144
1
<0.1%
156
1
<0.1%
205
1
<0.1%
232
1
<0.1%
234
1
<0.1%
360
2
0.1%
371
1
<0.1%
384
1
<0.1%
390
1
<0.1%
392
1
<0.1%
397
1
<0.1%
LARGEST VALUES
572
1
<0.1%
528
1
<0.1%
515
1
<0.1%
514
1
<0.1%
513
1
<0.1%
481
1
<0.1%
479
1
<0.1%
473
1
<0.1%
420
1
<0.1%
397
1
<0.1%
392
1
<0.1%
390
1
<0.1%
384
1
<0.1%
371
1
<0.1%
360
2
0.1%
GrLivArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotRmsAbvGrd
0.83
SalePrice
0.71
2ndFlrSF
0.69
1stFlrSF
0.57
GarageArea
0.47
TotalBsmtSF
0.45
MasVnrArea
0.39
OpenPorchSF
0.33
YearRemodAdd
-0.29
LotArea
0.26
WoodDeckSF
0.25
BsmtUnfSF
0.24
LotFrontage
0.22
BsmtFinSF1
0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FullBath
0.65
OverallQual
0.61
BedroomAbvGr
0.57
HouseStyle
0.56
GarageCars
0.50
FireplaceQu
0.49
Fireplaces
0.47
ExterQual
0.44
KitchenQual
0.43
HalfBath
0.42
BsmtQual
0.39
GarageType
0.38
GarageFinish
0.35
Foundation
0.31
MOST FREQUENT VALUES
864
22
1.5%
1040
14
1.0%
894
11
0.8%
1456
10
0.7%
848
10
0.7%
1200
9
0.6%
912
9
0.6%
816
8
0.5%
1092
8
0.5%
1728
7
0.5%
1344
7
0.5%
987
7
0.5%
1768
6
0.4%
1224
6
0.4%
1484
6
0.4%
SMALLEST VALUES
334
1
<0.1%
438
1
<0.1%
480
1
<0.1%
520
1
<0.1%
605
1
<0.1%
616
1
<0.1%
630
6
0.4%
672
2
0.1%
691
1
<0.1%
693
1
<0.1%
694
1
<0.1%
698
1
<0.1%
708
1
<0.1%
720
3
0.2%
729
1
<0.1%
LARGEST VALUES
5642
1
<0.1%
4676
1
<0.1%
4476
1
<0.1%
4316
1
<0.1%
3627
1
<0.1%
3608
1
<0.1%
3493
1
<0.1%
3447
1
<0.1%
3395
1
<0.1%
3279
1
<0.1%
3238
1
<0.1%
3228
1
<0.1%
3222
1
<0.1%
3194
1
<0.1%
3140
1
<0.1%
BsmtFullBath
MISSING:
---
TOP CATEGORIES
0.0
856
59%
1.0
588
40%
2.0
15
1%
3.0
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFullBath
PROVIDES INFORMATION ON...
PoolArea
0.17
BsmtFinType1
0.13
PoolQC
0.12
KitchenAbvGr
0.08
RoofMatl
0.08
Condition2
0.08
Utilities
0.06
BsmtHalfBath
0.06
BsmtExposure
0.06
Street
0.06
BsmtCond
0.05
LandSlope
0.05
HouseStyle
0.03
Heating
0.03

THESE FEATURES
GIVE INFORMATION
ON BsmtFullBath:
BsmtFinType1
0.30
BsmtExposure
0.09
HouseStyle
0.06
BsmtQual
0.04
BedroomAbvGr
0.04
Foundation
0.04
GarageType
0.03
BsmtCond
0.03
GarageFinish
0.03
BldgType
0.02
KitchenQual
0.02
FullBath
0.02
KitchenAbvGr
0.02
GarageCars
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFullBath
CORRELATION RATIO WITH...
BsmtFinSF1
0.65
BsmtUnfSF
0.42
LotArea
0.33
TotalBsmtSF
0.32
1stFlrSF
0.25
SalePrice
0.23
GarageArea
0.20
YearBuilt
0.20
WoodDeckSF
0.18
2ndFlrSF
0.17
BsmtFinSF2
0.17
GarageYrBlt
0.14
YearRemodAdd
0.13
MasVnrArea
0.10
BsmtHalfBath
MISSING:
---
TOP CATEGORIES
0.0
1,378
94%
1.0
80
5%
2.0
2
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtHalfBath
PROVIDES INFORMATION ON...
Utilities
0.35
PoolArea
0.06
PoolQC
0.04
RoofMatl
0.03
KitchenAbvGr
0.02
BsmtFullBath
0.02
BsmtFinType2
0.02
SaleCondition
0.01
ExterCond
0.01
SaleType
0.01
BsmtCond
0.01
OverallCond
0.01
LandSlope
0.01
Street
0.01

THESE FEATURES
GIVE INFORMATION
ON BsmtHalfBath:
BsmtFullBath
0.06
OverallCond
0.06
OverallQual
0.06
BsmtFinType1
0.05
SaleCondition
0.04
Foundation
0.04
BsmtFinType2
0.04
HouseStyle
0.03
GarageCars
0.03
HalfBath
0.03
BsmtQual
0.03
SaleType
0.02
ExterCond
0.02
BsmtExposure
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtHalfBath
CORRELATION RATIO WITH...
BsmtUnfSF
0.10
GarageYrBlt
0.08
BsmtFinSF2
0.08
BsmtFinSF1
0.07
LotArea
0.06
Neighborhood
0.06
Exterior2nd
0.05
YearBuilt
0.05
WoodDeckSF
0.05
MSSubClass
0.04
Exterior1st
0.04
3SsnPorch
0.04
ScreenPorch
0.04
MoSold
0.04
FullBath
MISSING:
---
TOP CATEGORIES
2
768
53%
1
650
45%
3
33
2%
0
9
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FullBath
PROVIDES INFORMATION ON...
PoolArea
0.19
ExterQual
0.19
BsmtQual
0.17
GarageCars
0.16
Foundation
0.13
PoolQC
0.13
OverallQual
0.12
KitchenAbvGr
0.12
KitchenQual
0.12
Utilities
0.10
Condition2
0.10
GarageFinish
0.09
GarageType
0.08
BedroomAbvGr
0.08

THESE FEATURES
GIVE INFORMATION
ON FullBath:
OverallQual
0.26
BsmtQual
0.23
GarageCars
0.22
ExterQual
0.19
Foundation
0.16
KitchenQual
0.15
GarageFinish
0.14
OverallCond
0.12
GarageType
0.11
BedroomAbvGr
0.11
HouseStyle
0.11
BsmtFinType1
0.10
HeatingQC
0.08
FireplaceQu
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FullBath
CORRELATION RATIO WITH...
GrLivArea
0.65
SalePrice
0.58
TotRmsAbvGrd
0.56
YearBuilt
0.51
YearRemodAdd
0.45
2ndFlrSF
0.44
GarageArea
0.42
1stFlrSF
0.39
TotalBsmtSF
0.33
BsmtUnfSF
0.29
MasVnrArea
0.28
OpenPorchSF
0.26
WoodDeckSF
0.22
LotArea
0.15
HalfBath
MISSING:
---
TOP CATEGORIES
0
913
63%
1
535
37%
2
12
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HalfBath
PROVIDES INFORMATION ON...
HouseStyle
0.18
KitchenAbvGr
0.13
Condition2
0.10
PoolArea
0.09
BldgType
0.06
Utilities
0.06
BedroomAbvGr
0.05
GarageType
0.05
RoofMatl
0.05
GarageCond
0.05
CentralAir
0.05
PoolQC
0.04
BsmtCond
0.04
GarageQual
0.04

THESE FEATURES
GIVE INFORMATION
ON HalfBath:
HouseStyle
0.33
BedroomAbvGr
0.09
OverallQual
0.09
GarageType
0.08
GarageFinish
0.06
GarageCars
0.05
BsmtQual
0.05
BldgType
0.05
Foundation
0.05
FireplaceQu
0.05
Fireplaces
0.04
KitchenAbvGr
0.04
ExterQual
0.04
KitchenQual
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HalfBath
CORRELATION RATIO WITH...
2ndFlrSF
0.62
GrLivArea
0.42
TotRmsAbvGrd
0.34
SalePrice
0.30
YearBuilt
0.26
OpenPorchSF
0.22
MasVnrArea
0.20
YearRemodAdd
0.20
GarageArea
0.18
MSSubClass
0.18
GarageYrBlt
0.17
MiscVal
0.12
1stFlrSF
0.12
WoodDeckSF
0.11
BedroomAbvGr
MISSING:
---
TOP CATEGORIES
3
804
55%
2
358
25%
4
213
15%
1
50
3%
5
21
1%
6
7
<1%
0
6
<1%
8
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BedroomAbvGr
PROVIDES INFORMATION ON...
KitchenAbvGr
0.25
PoolArea
0.20
BldgType
0.19
PoolQC
0.16
RoofMatl
0.13
Heating
0.11
HouseStyle
0.11
FullBath
0.11
Condition2
0.10
HalfBath
0.09
Utilities
0.07
CentralAir
0.06
GarageType
0.06
Electrical
0.06

THESE FEATURES
GIVE INFORMATION
ON BedroomAbvGr:
HouseStyle
0.12
BldgType
0.10
FullBath
0.08
GarageType
0.05
HalfBath
0.05
OverallQual
0.04
KitchenAbvGr
0.04
MSZoning
0.03
FireplaceQu
0.03
BsmtFinType1
0.03
BsmtFullBath
0.02
BsmtQual
0.02
GarageCars
0.02
BsmtExposure
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BedroomAbvGr
CORRELATION RATIO WITH...
TotRmsAbvGrd
0.69
GrLivArea
0.57
2ndFlrSF
0.55
LowQualFinSF
0.31
MSSubClass
0.27
SalePrice
0.24
YearBuilt
0.20
BsmtUnfSF
0.19
GarageYrBlt
0.18
BsmtFinSF1
0.17
LotFrontage
0.17
LotArea
0.16
MasVnrArea
0.15
1stFlrSF
0.15
KitchenAbvGr
MISSING:
---
TOP CATEGORIES
1
1,392
95%
2
65
4%
3
2
<1%
0
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
KitchenAbvGr
PROVIDES INFORMATION ON...
BldgType
0.21
Condition2
0.12
CentralAir
0.07
RoofMatl
0.05
BsmtCond
0.05
Heating
0.04
BedroomAbvGr
0.04
GarageCond
0.04
HalfBath
0.04
GarageQual
0.04
PavedDrive
0.03
SaleCondition
0.03
FullBath
0.03
Electrical
0.03

THESE FEATURES
GIVE INFORMATION
ON KitchenAbvGr:
BldgType
0.69
BedroomAbvGr
0.25
BsmtQual
0.16
GarageType
0.15
Foundation
0.14
GarageFinish
0.13
HalfBath
0.13
OverallQual
0.13
FullBath
0.12
KitchenQual
0.12
BsmtCond
0.11
BsmtExposure
0.11
SaleCondition
0.10
HeatingQC
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenAbvGr
CORRELATION RATIO WITH...
MSSubClass
0.29
TotRmsAbvGrd
0.26
GarageYrBlt
0.20
YearBuilt
0.18
YearRemodAdd
0.16
SalePrice
0.14
GrLivArea
0.10
Exterior1st
0.10
GarageArea
0.10
WoodDeckSF
0.10
OpenPorchSF
0.09
1stFlrSF
0.08
BsmtFinSF1
0.08
Exterior2nd
0.08
KitchenQual
MISSING:
---
TOP CATEGORIES
2.0
735
50%
3.0
586
40%
4.0
100
7%
1.0
39
3%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
KitchenQual
PROVIDES INFORMATION ON...
ExterQual
0.43
BsmtQual
0.20
OverallQual
0.19
Foundation
0.18
CentralAir
0.17
PoolArea
0.17
GarageCars
0.16
FullBath
0.15
HeatingQC
0.15
Heating
0.13
SaleType
0.13
Condition2
0.13
Electrical
0.12
GarageFinish
0.12

THESE FEATURES
GIVE INFORMATION
ON KitchenQual:
ExterQual
0.35
OverallQual
0.33
BsmtQual
0.22
Foundation
0.19
GarageCars
0.18
HeatingQC
0.16
GarageFinish
0.15
BsmtFinType1
0.13
FullBath
0.12
GarageType
0.11
FireplaceQu
0.09
OverallCond
0.09
MasVnrType
0.07
SaleType
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenQual
CORRELATION RATIO WITH...
SalePrice
0.68
YearRemodAdd
0.66
YearBuilt
0.55
GarageArea
0.49
TotalBsmtSF
0.45
GrLivArea
0.43
1stFlrSF
0.41
MasVnrArea
0.30
GarageYrBlt
0.30
TotRmsAbvGrd
0.30
BsmtFinSF1
0.27
OpenPorchSF
0.26
BsmtUnfSF
0.23
WoodDeckSF
0.22
TotRmsAbvGrd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.83
2ndFlrSF
0.62
SalePrice
0.53
1stFlrSF
0.41
GarageArea
0.34
TotalBsmtSF
0.29
MasVnrArea
0.28
BsmtUnfSF
0.25
OpenPorchSF
0.23
LotFrontage
0.22
YearRemodAdd
-0.19
LotArea
0.19
WoodDeckSF
0.17
LowQualFinSF
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BedroomAbvGr
0.69
FullBath
0.56
HouseStyle
0.53
OverallQual
0.44
GarageCars
0.41
FireplaceQu
0.36
HalfBath
0.34
Fireplaces
0.34
ExterQual
0.31
GarageType
0.31
KitchenQual
0.30
BldgType
0.29
BsmtQual
0.26
KitchenAbvGr
0.26
MOST FREQUENT VALUES
6
402
27.5%
7
329
22.5%
5
275
18.8%
8
187
12.8%
4
97
6.6%
9
75
5.1%
10
47
3.2%
11
18
1.2%
3
17
1.2%
12
11
0.8%
2
1
<0.1%
14
1
<0.1%
SMALLEST VALUES
2
1
<0.1%
3
17
1.2%
4
97
6.6%
5
275
18.8%
6
402
27.5%
7
329
22.5%
8
187
12.8%
9
75
5.1%
10
47
3.2%
11
18
1.2%
12
11
0.8%
14
1
<0.1%
LARGEST VALUES
14
1
<0.1%
12
11
0.8%
11
18
1.2%
10
47
3.2%
9
75
5.1%
8
187
12.8%
7
329
22.5%
6
402
27.5%
5
275
18.8%
4
97
6.6%
3
17
1.2%
2
1
<0.1%
Functional
MISSING:
---
TOP CATEGORIES
6
1,360
93%
3
34
2%
2
31
2%
4
15
1%
0
14
<1%
1
5
<1%
5
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Functional
PROVIDES INFORMATION ON...
RoofMatl
0.09
Heating
0.05
BsmtCond
0.05
MiscFeature
0.04
ExterCond
0.04
Foundation
0.03
BsmtFinType2
0.03
LandSlope
0.02
OverallCond
0.02
Electrical
0.02
SaleType
0.02
GarageQual
0.02
GarageCond
0.02
BsmtQual
0.02

THESE FEATURES
GIVE INFORMATION
ON Functional:
OverallQual
0.09
OverallCond
0.09
Foundation
0.08
BsmtFinType1
0.08
BsmtQual
0.07
BsmtCond
0.06
MasVnrType
0.05
GarageType
0.05
KitchenQual
0.05
ExterQual
0.05
HouseStyle
0.05
GarageFinish
0.05
BedroomAbvGr
0.04
ExterCond
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Functional
CORRELATION RATIO WITH...
YearBuilt
0.19
BsmtFinSF2
0.15
SalePrice
0.13
LowQualFinSF
0.12
OpenPorchSF
0.12
GrLivArea
0.10
1stFlrSF
0.10
YearRemodAdd
0.09
MasVnrArea
0.09
GarageYrBlt
0.09
BsmtUnfSF
0.09
TotRmsAbvGrd
0.09
GarageArea
0.09
MiscVal
0.08
Fireplaces
MISSING:
---
TOP CATEGORIES
0
690
47%
1
650
45%
2
115
8%
3
5
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fireplaces
PROVIDES INFORMATION ON...
FireplaceQu
0.56
PoolArea
0.24
PoolQC
0.18
RoofMatl
0.12
Street
0.11
Condition2
0.11
Utilities
0.10
CentralAir
0.09
KitchenAbvGr
0.08
GarageType
0.08
GarageCond
0.07
GarageQual
0.07
OverallQual
0.07
ExterQual
0.07

THESE FEATURES
GIVE INFORMATION
ON Fireplaces:
FireplaceQu
0.75
OverallQual
0.13
GarageType
0.10
GarageFinish
0.09
GarageCars
0.08
ExterQual
0.06
BsmtQual
0.06
KitchenQual
0.06
FullBath
0.05
MSZoning
0.04
BldgType
0.04
GarageQual
0.03
GarageCond
0.03
MasVnrType
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fireplaces
CORRELATION RATIO WITH...
SalePrice
0.48
GrLivArea
0.47
1stFlrSF
0.42
TotalBsmtSF
0.36
TotRmsAbvGrd
0.34
GarageArea
0.31
LotArea
0.31
BsmtFinSF1
0.30
MasVnrArea
0.26
YearBuilt
0.26
WoodDeckSF
0.23
2ndFlrSF
0.21
GarageYrBlt
0.21
YearRemodAdd
0.20
FireplaceQu
MISSING:
---
TOP CATEGORIES
0
690
47%
4
380
26%
3
313
21%
2
33
2%
5
24
2%
1
20
1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FireplaceQu
PROVIDES INFORMATION ON...
Fireplaces
0.75
PoolArea
0.31
PoolQC
0.26
Utilities
0.16
Condition2
0.12
ExterQual
0.11
CentralAir
0.10
RoofMatl
0.10
OverallQual
0.10
GarageCars
0.10
BsmtQual
0.09
KitchenQual
0.09
GarageType
0.09
GarageCond
0.09

THESE FEATURES
GIVE INFORMATION
ON FireplaceQu:
Fireplaces
0.56
OverallQual
0.14
GarageCars
0.09
BsmtQual
0.08
GarageType
0.08
GarageFinish
0.07
KitchenQual
0.07
ExterQual
0.07
MasVnrType
0.05
FullBath
0.05
SaleType
0.04
SaleCondition
0.04
Foundation
0.04
HouseStyle
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FireplaceQu
CORRELATION RATIO WITH...
SalePrice
0.54
GrLivArea
0.49
1stFlrSF
0.42
TotRmsAbvGrd
0.36
TotalBsmtSF
0.36
GarageArea
0.34
MasVnrArea
0.29
2ndFlrSF
0.26
YearBuilt
0.25
WoodDeckSF
0.24
BsmtUnfSF
0.23
BsmtFinSF1
0.23
GarageYrBlt
0.21
YearRemodAdd
0.21
GarageType
MISSING:
---
TOP CATEGORIES
5
870
60%
1
387
27%
3
88
6%
0
81
6%
4
19
1%
2
9
<1%
6
6
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageType
PROVIDES INFORMATION ON...
GarageCond
0.61
GarageQual
0.56
Utilities
0.53
GarageFinish
0.35
GarageCars
0.25
CentralAir
0.25
Street
0.23
PavedDrive
0.20
Heating
0.17
Condition2
0.16
KitchenAbvGr
0.15
ExterQual
0.15
Alley
0.15
Foundation
0.13

THESE FEATURES
GIVE INFORMATION
ON GarageType:
GarageFinish
0.39
GarageCars
0.26
GarageCond
0.22
GarageQual
0.22
OverallQual
0.15
Foundation
0.13
BsmtQual
0.12
HouseStyle
0.11
ExterQual
0.11
KitchenQual
0.10
FireplaceQu
0.09
FullBath
0.08
Fireplaces
0.08
MSZoning
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageType
CORRELATION RATIO WITH...
GarageYrBlt
1.00
YearBuilt
0.60
GarageArea
0.59
SalePrice
0.50
TotalBsmtSF
0.40
YearRemodAdd
0.39
1stFlrSF
0.39
GrLivArea
0.38
2ndFlrSF
0.38
TotRmsAbvGrd
0.31
BsmtFinSF1
0.28
WoodDeckSF
0.27
MasVnrArea
0.26
EnclosedPorch
0.20
GarageYrBlt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GarageArea
0.56
YearBuilt
-0.27
SalePrice
0.26
TotalBsmtSF
0.18
1stFlrSF
0.17
GrLivArea
0.16
LowQualFinSF
-0.15
YearRemodAdd
-0.15
MasVnrArea
0.13
WoodDeckSF
0.12
BsmtFinSF1
0.12
TotRmsAbvGrd
0.10
Neighborhood
0.09
MSSubClass
-0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
1.00
GarageFinish
1.00
GarageType
1.00
GarageQual
1.00
GarageCond
1.00
OverallQual
0.35
PavedDrive
0.35
KitchenQual
0.30
ExterQual
0.27
CentralAir
0.27
BldgType
0.23
ExterCond
0.23
OverallCond
0.22
FireplaceQu
0.21
MOST FREQUENT VALUES
0.0
81
5.5%
2005.0
65
4.5%
2006.0
59
4.0%
2004.0
53
3.6%
2003.0
50
3.4%
2007.0
49
3.4%
1977.0
35
2.4%
1998.0
31
2.1%
1999.0
30
2.1%
1976.0
29
2.0%
2008.0
29
2.0%
2000.0
27
1.8%
1968.0
26
1.8%
2002.0
26
1.8%
1950.0
24
1.6%
SMALLEST VALUES
0.0
81
5.5%
1900.0
1
<0.1%
1906.0
1
<0.1%
1908.0
1
<0.1%
1910.0
3
0.2%
1914.0
2
0.1%
1915.0
2
0.1%
1916.0
5
0.3%
1918.0
2
0.1%
1920.0
14
1.0%
1921.0
3
0.2%
1922.0
5
0.3%
1923.0
3
0.2%
1924.0
3
0.2%
1925.0
10
0.7%
LARGEST VALUES
2010.0
3
0.2%
2009.0
21
1.4%
2008.0
29
2.0%
2007.0
49
3.4%
2006.0
59
4.0%
2005.0
65
4.5%
2004.0
53
3.6%
2003.0
50
3.4%
2002.0
26
1.8%
2001.0
20
1.4%
2000.0
27
1.8%
1999.0
30
2.1%
1998.0
31
2.1%
1997.0
19
1.3%
1996.0
20
1.4%
GarageFinish
MISSING:
---
TOP CATEGORIES
1
605
41%
2
422
29%
3
352
24%
0
81
6%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageFinish
PROVIDES INFORMATION ON...
GarageCond
0.59
GarageQual
0.55
GarageType
0.39
GarageCars
0.29
CentralAir
0.22
ExterQual
0.21
BsmtQual
0.17
PavedDrive
0.16
Foundation
0.15
Utilities
0.15
PoolArea
0.15
KitchenQual
0.15
FullBath
0.14
KitchenAbvGr
0.13

THESE FEATURES
GIVE INFORMATION
ON GarageFinish:
GarageType
0.35
GarageCars
0.26
GarageQual
0.20
GarageCond
0.19
OverallQual
0.17
BsmtQual
0.15
ExterQual
0.14
Foundation
0.13
KitchenQual
0.12
FullBath
0.09
HeatingQC
0.08
FireplaceQu
0.07
Fireplaces
0.07
OverallCond
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageFinish
CORRELATION RATIO WITH...
GarageYrBlt
1.00
YearBuilt
0.63
GarageArea
0.63
SalePrice
0.55
YearRemodAdd
0.47
TotalBsmtSF
0.38
GrLivArea
0.35
1stFlrSF
0.34
MasVnrArea
0.29
WoodDeckSF
0.26
BsmtFinSF1
0.25
TotRmsAbvGrd
0.24
OpenPorchSF
0.23
EnclosedPorch
0.19
GarageCars
MISSING:
---
TOP CATEGORIES
2.0
824
56%
1.0
369
25%
3.0
181
12%
0.0
81
6%
4.0
5
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageCars
PROVIDES INFORMATION ON...
GarageCond
0.56
GarageQual
0.53
GarageFinish
0.26
GarageType
0.26
ExterQual
0.24
FullBath
0.22
BsmtQual
0.20
KitchenQual
0.18
OverallQual
0.17
Foundation
0.15
PavedDrive
0.14
SaleType
0.13
CentralAir
0.12
PoolArea
0.11

THESE FEATURES
GIVE INFORMATION
ON GarageCars:
GarageFinish
0.29
OverallQual
0.26
GarageType
0.25
GarageQual
0.21
GarageCond
0.20
BsmtQual
0.20
ExterQual
0.18
KitchenQual
0.16
FullBath
0.16
Foundation
0.14
FireplaceQu
0.10
BsmtFinType1
0.10
OverallCond
0.10
MasVnrType
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
CORRELATION RATIO WITH...
GarageYrBlt
1.00
GarageArea
0.89
SalePrice
0.70
YearBuilt
0.57
GrLivArea
0.50
TotalBsmtSF
0.48
1stFlrSF
0.47
YearRemodAdd
0.46
MasVnrArea
0.42
TotRmsAbvGrd
0.41
BsmtUnfSF
0.28
OpenPorchSF
0.25
LotFrontage
0.25
WoodDeckSF
0.23
GarageArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.62
GarageYrBlt
0.56
1stFlrSF
0.49
TotalBsmtSF
0.49
YearBuilt
-0.48
GrLivArea
0.47
MasVnrArea
0.37
YearRemodAdd
-0.37
TotRmsAbvGrd
0.34
BsmtFinSF1
0.30
OpenPorchSF
0.24
WoodDeckSF
0.22
Neighborhood
0.21
LotFrontage
0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
0.89
GarageFinish
0.63
GarageType
0.59
OverallQual
0.58
GarageQual
0.56
GarageCond
0.55
ExterQual
0.50
KitchenQual
0.49
BsmtQual
0.48
FullBath
0.42
Foundation
0.40
MasVnrType
0.38
FireplaceQu
0.34
BsmtFinType1
0.32
MOST FREQUENT VALUES
0.0
81
5.5%
440.0
49
3.4%
576.0
47
3.2%
240.0
38
2.6%
484.0
34
2.3%
528.0
33
2.3%
288.0
27
1.8%
400.0
25
1.7%
264.0
24
1.6%
480.0
24
1.6%
308.0
20
1.4%
420.0
19
1.3%
280.0
16
1.1%
672.0
15
1.0%
216.0
12
0.8%
SMALLEST VALUES
0.0
81
5.5%
160.0
2
0.1%
164.0
1
<0.1%
180.0
9
0.6%
186.0
1
<0.1%
189.0
1
<0.1%
192.0
1
<0.1%
198.0
1
<0.1%
200.0
4
0.3%
205.0
3
0.2%
208.0
1
<0.1%
210.0
3
0.2%
213.0
1
<0.1%
216.0
12
0.8%
220.0
3
0.2%
LARGEST VALUES
1418.0
1
<0.1%
1390.0
1
<0.1%
1356.0
1
<0.1%
1248.0
1
<0.1%
1220.0
1
<0.1%
1166.0
1
<0.1%
1134.0
1
<0.1%
1069.0
1
<0.1%
1053.0
1
<0.1%
1052.0
2
0.1%
1043.0
1
<0.1%
1025.0
1
<0.1%
1020.0
1
<0.1%
1014.0
1
<0.1%
995.0
1
<0.1%
GarageQual
MISSING:
---
TOP CATEGORIES
3
1,311
90%
0
81
6%
2
48
3%
4
14
<1%
5
3
<1%
1
3
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageQual
PROVIDES INFORMATION ON...
GarageCond
0.71
GarageType
0.22
GarageCars
0.21
GarageFinish
0.20
PavedDrive
0.14
Condition2
0.14
CentralAir
0.13
Heating
0.11
PoolArea
0.09
KitchenAbvGr
0.08
PoolQC
0.07
Electrical
0.07
Foundation
0.05
KitchenQual
0.05

THESE FEATURES
GIVE INFORMATION
ON GarageQual:
GarageCond
0.65
GarageType
0.56
GarageFinish
0.55
GarageCars
0.53
OverallQual
0.14
Foundation
0.12
PavedDrive
0.11
KitchenQual
0.10
BsmtQual
0.09
ExterQual
0.09
MasVnrType
0.08
FireplaceQu
0.08
OverallCond
0.08
Fireplaces
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageQual
CORRELATION RATIO WITH...
GarageYrBlt
1.00
GarageArea
0.56
YearBuilt
0.40
SalePrice
0.29
LowQualFinSF
0.23
YearRemodAdd
0.20
1stFlrSF
0.19
TotalBsmtSF
0.19
BsmtFinSF1
0.18
GrLivArea
0.17
MasVnrArea
0.17
EnclosedPorch
0.14
WoodDeckSF
0.14
ScreenPorch
0.12
GarageCond
MISSING:
---
TOP CATEGORIES
3
1,326
91%
0
81
6%
2
35
2%
4
9
<1%
1
7
<1%
5
2
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageCond
PROVIDES INFORMATION ON...
GarageQual
0.65
GarageType
0.22
GarageCars
0.20
GarageFinish
0.19
PavedDrive
0.16
CentralAir
0.15
Heating
0.14
PoolArea
0.10
KitchenAbvGr
0.08
PoolQC
0.07
Electrical
0.07
BsmtCond
0.05
ExterQual
0.05
RoofMatl
0.05

THESE FEATURES
GIVE INFORMATION
ON GarageCond:
GarageQual
0.71
GarageType
0.61
GarageFinish
0.59
GarageCars
0.56
OverallQual
0.15
PavedDrive
0.13
KitchenQual
0.11
ExterQual
0.10
BsmtQual
0.09
CentralAir
0.09
Foundation
0.09
FireplaceQu
0.09
OverallCond
0.08
MasVnrType
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCond
CORRELATION RATIO WITH...
GarageYrBlt
1.00
GarageArea
0.55
YearBuilt
0.37
SalePrice
0.29
YearRemodAdd
0.21
TotalBsmtSF
0.20
1stFlrSF
0.19
GrLivArea
0.17
WoodDeckSF
0.17
BsmtFinSF1
0.17
LowQualFinSF
0.17
EnclosedPorch
0.15
MasVnrArea
0.15
TotRmsAbvGrd
0.11
PavedDrive
MISSING:
---
TOP CATEGORIES
2
1,340
92%
0
90
6%
1
30
2%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PavedDrive
PROVIDES INFORMATION ON...
CentralAir
0.13
GarageCond
0.13
GarageQual
0.11
Heating
0.08
Alley
0.07
Electrical
0.06
GarageType
0.06
MSZoning
0.05
KitchenAbvGr
0.05
Condition2
0.05
GarageFinish
0.04
BsmtCond
0.04
GarageCars
0.04
ExterQual
0.04

THESE FEATURES
GIVE INFORMATION
ON PavedDrive:
GarageType
0.20
GarageFinish
0.16
GarageCond
0.16
GarageQual
0.14
GarageCars
0.14
Foundation
0.13
BsmtQual
0.12
BsmtFinType1
0.12
MSZoning
0.11
ExterQual
0.10
OverallQual
0.10
CentralAir
0.10
MasVnrType
0.10
OverallCond
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PavedDrive
CORRELATION RATIO WITH...
YearBuilt
0.43
GarageYrBlt
0.35
GarageArea
0.29
SalePrice
0.23
TotalBsmtSF
0.21
EnclosedPorch
0.20
YearRemodAdd
0.19
BsmtFinSF1
0.19
1stFlrSF
0.16
MasVnrArea
0.15
WoodDeckSF
0.12
GrLivArea
0.08
LowQualFinSF
0.08
MSSubClass
0.07
WoodDeckSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.32
GrLivArea
0.25
1stFlrSF
0.24
TotalBsmtSF
0.23
YearBuilt
-0.22
GarageArea
0.22
YearRemodAdd
-0.21
BsmtFinSF1
0.20
LotArea
0.17
TotRmsAbvGrd
0.17
MasVnrArea
0.16
EnclosedPorch
-0.13
GarageYrBlt
0.12
2ndFlrSF
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtQual
0.27
GarageType
0.27
OverallQual
0.26
GarageFinish
0.26
BsmtExposure
0.25
FireplaceQu
0.24
GarageCars
0.23
Fireplaces
0.23
KitchenQual
0.22
FullBath
0.22
ExterQual
0.21
BsmtFinType1
0.20
Foundation
0.20
BsmtFullBath
0.18
MOST FREQUENT VALUES
0
761
52.1%
192
38
2.6%
100
36
2.5%
144
33
2.3%
120
31
2.1%
168
28
1.9%
140
15
1.0%
224
14
1.0%
208
10
0.7%
240
10
0.7%
216
9
0.6%
180
8
0.5%
160
8
0.5%
264
6
0.4%
96
6
0.4%
SMALLEST VALUES
0
761
52.1%
12
2
0.1%
24
2
0.1%
26
2
0.1%
28
2
0.1%
30
1
<0.1%
32
1
<0.1%
33
1
<0.1%
35
1
<0.1%
36
4
0.3%
38
2
0.1%
40
3
0.2%
42
1
<0.1%
44
1
<0.1%
45
1
<0.1%
LARGEST VALUES
857
1
<0.1%
736
1
<0.1%
728
1
<0.1%
670
1
<0.1%
668
1
<0.1%
635
1
<0.1%
586
1
<0.1%
576
1
<0.1%
574
1
<0.1%
550
1
<0.1%
536
1
<0.1%
519
1
<0.1%
517
1
<0.1%
511
1
<0.1%
509
1
<0.1%
OpenPorchSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.33
SalePrice
0.32
TotalBsmtSF
0.25
GarageArea
0.24
TotRmsAbvGrd
0.23
YearRemodAdd
-0.23
1stFlrSF
0.21
2ndFlrSF
0.21
YearBuilt
-0.19
Neighborhood
0.14
BsmtUnfSF
0.13
MasVnrArea
0.12
BsmtFinSF1
0.11
EnclosedPorch
-0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.33
ExterQual
0.29
BsmtQual
0.28
KitchenQual
0.26
FullBath
0.26
GarageCars
0.25
HouseStyle
0.25
Foundation
0.24
GarageFinish
0.23
HalfBath
0.22
Condition2
0.21
MSZoning
0.19
HeatingQC
0.19
Fireplaces
0.18
MOST FREQUENT VALUES
0
656
44.9%
36
29
2.0%
48
22
1.5%
20
21
1.4%
40
19
1.3%
45
19
1.3%
24
16
1.1%
30
16
1.1%
60
15
1.0%
39
14
1.0%
28
14
1.0%
54
13
0.9%
50
13
0.9%
44
13
0.9%
72
12
0.8%
SMALLEST VALUES
0
656
44.9%
4
1
<0.1%
8
1
<0.1%
10
1
<0.1%
11
1
<0.1%
12
3
0.2%
15
1
<0.1%
16
8
0.5%
17
2
0.1%
18
5
0.3%
20
21
1.4%
21
5
0.3%
22
6
0.4%
23
2
0.1%
24
16
1.1%
LARGEST VALUES
547
1
<0.1%
523
1
<0.1%
502
1
<0.1%
418
1
<0.1%
406
1
<0.1%
364
1
<0.1%
341
1
<0.1%
319
1
<0.1%
312
2
0.1%
304
1
<0.1%
292
1
<0.1%
291
1
<0.1%
288
1
<0.1%
287
1
<0.1%
285
1
<0.1%
EnclosedPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
0.39
YearRemodAdd
0.19
SalePrice
-0.13
WoodDeckSF
-0.13
GarageArea
-0.12
MasVnrArea
-0.11
BsmtFinSF1
-0.10
TotalBsmtSF
-0.10
OpenPorchSF
-0.09
ScreenPorch
-0.08
GarageYrBlt
-0.08
1stFlrSF
-0.07
2ndFlrSF
0.06
LowQualFinSF
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Foundation
0.31
BsmtQual
0.25
HouseStyle
0.23
MSZoning
0.23
PoolArea
0.23
PavedDrive
0.20
GarageType
0.20
OverallCond
0.20
GarageFinish
0.19
GarageCars
0.19
Alley
0.19
HeatingQC
0.16
MasVnrType
0.16
Electrical
0.16
MOST FREQUENT VALUES
0
1,252
85.8%
112
15
1.0%
96
6
0.4%
192
5
0.3%
144
5
0.3%
120
5
0.3%
216
5
0.3%
156
4
0.3%
116
4
0.3%
252
4
0.3%
184
3
0.2%
126
3
0.2%
150
3
0.2%
164
3
0.2%
128
3
0.2%
SMALLEST VALUES
0
1,252
85.8%
19
1
<0.1%
20
1
<0.1%
24
1
<0.1%
30
1
<0.1%
32
2
0.1%
34
2
0.1%
36
2
0.1%
37
1
<0.1%
39
2
0.1%
40
3
0.2%
42
1
<0.1%
44
1
<0.1%
48
1
<0.1%
50
1
<0.1%
LARGEST VALUES
552
1
<0.1%
386
1
<0.1%
330
1
<0.1%
318
1
<0.1%
301
1
<0.1%
294
1
<0.1%
293
1
<0.1%
291
1
<0.1%
286
1
<0.1%
280
1
<0.1%
275
1
<0.1%
272
1
<0.1%
268
1
<0.1%
264
2
0.1%
259
1
<0.1%
3SsnPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
1stFlrSF
0.06
YearRemodAdd
-0.05
SalePrice
0.04
MSSubClass
-0.04
TotalBsmtSF
0.04
EnclosedPorch
-0.04
Exterior1st
-0.04
GarageArea
0.04
WoodDeckSF
-0.03
ScreenPorch
-0.03
YearBuilt
-0.03
BsmtFinSF2
-0.03
MoSold
0.03
GarageYrBlt
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition1
0.18
Foundation
0.16
RoofMatl
0.11
GarageFinish
0.09
GarageType
0.08
BsmtFinType1
0.08
GarageCars
0.07
LotConfig
0.07
OverallQual
0.07
GarageQual
0.06
BedroomAbvGr
0.06
OverallCond
0.06
HeatingQC
0.06
YrSold
0.06
MOST FREQUENT VALUES
0
1,436
98.4%
168
3
0.2%
144
2
0.1%
180
2
0.1%
216
2
0.1%
290
1
<0.1%
153
1
<0.1%
96
1
<0.1%
23
1
<0.1%
162
1
<0.1%
182
1
<0.1%
196
1
<0.1%
320
1
<0.1%
245
1
<0.1%
238
1
<0.1%
SMALLEST VALUES
0
1,436
98.4%
23
1
<0.1%
96
1
<0.1%
130
1
<0.1%
140
1
<0.1%
144
2
0.1%
153
1
<0.1%
162
1
<0.1%
168
3
0.2%
180
2
0.1%
182
1
<0.1%
196
1
<0.1%
216
2
0.1%
238
1
<0.1%
245
1
<0.1%
LARGEST VALUES
508
1
<0.1%
407
1
<0.1%
320
1
<0.1%
304
1
<0.1%
290
1
<0.1%
245
1
<0.1%
238
1
<0.1%
216
2
0.1%
196
1
<0.1%
182
1
<0.1%
180
2
0.1%
168
3
0.2%
162
1
<0.1%
153
1
<0.1%
144
2
0.1%
ScreenPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.11
GrLivArea
0.10
BsmtFinSF2
0.09
1stFlrSF
0.09
TotalBsmtSF
0.08
EnclosedPorch
-0.08
OpenPorchSF
0.07
WoodDeckSF
-0.07
BsmtFinSF1
0.06
MasVnrArea
0.06
GarageYrBlt
0.06
TotRmsAbvGrd
0.06
GarageArea
0.05
YearBuilt
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
0.20
PoolArea
0.20
Fireplaces
0.19
FireplaceQu
0.16
PoolQC
0.14
GarageQual
0.12
RoofStyle
0.11
RoofMatl
0.11
BedroomAbvGr
0.10
Utilities
0.10
OverallQual
0.10
OverallCond
0.10
BsmtFinType1
0.09
GarageType
0.09
MOST FREQUENT VALUES
0
1,344
92.1%
192
6
0.4%
120
5
0.3%
224
5
0.3%
189
4
0.3%
180
4
0.3%
147
3
0.2%
90
3
0.2%
160
3
0.2%
144
3
0.2%
126
3
0.2%
168
3
0.2%
198
2
0.1%
259
2
0.1%
288
2
0.1%
SMALLEST VALUES
0
1,344
92.1%
40
1
<0.1%
53
1
<0.1%
60
1
<0.1%
63
1
<0.1%
80
1
<0.1%
90
3
0.2%
95
1
<0.1%
99
1
<0.1%
100
2
0.1%
116
1
<0.1%
119
1
<0.1%
120
5
0.3%
122
1
<0.1%
126
3
0.2%
LARGEST VALUES
480
1
<0.1%
440
1
<0.1%
410
1
<0.1%
396
1
<0.1%
385
1
<0.1%
374
1
<0.1%
322
1
<0.1%
312
1
<0.1%
291
1
<0.1%
288
2
0.1%
287
1
<0.1%
276
1
<0.1%
273
1
<0.1%
271
1
<0.1%
266
1
<0.1%
PoolArea
MISSING:
---
TOP CATEGORIES
0
1,453
>99%
512
1
<1%
648
1
<1%
576
1
<1%
555
1
<1%
480
1
<1%
519
1
<1%
738
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PoolArea
PROVIDES INFORMATION ON...
PoolQC
1.00
RoofMatl
0.08
MiscFeature
0.03
Fence
0.02
BsmtFinType2
0.01
SaleCondition
0.01
Condition1
0.01
RoofStyle
0.01
Fireplaces
0.01
BsmtHalfBath
0.01
FireplaceQu
0.01
GarageCond
0.01
FullBath
0.01
BsmtFullBath
0.01

THESE FEATURES
GIVE INFORMATION
ON PoolArea:
PoolQC
0.90
FireplaceQu
0.31
Fence
0.30
OverallQual
0.29
Fireplaces
0.24
RoofMatl
0.23
SaleCondition
0.23
BedroomAbvGr
0.20
HouseStyle
0.20
FullBath
0.19
BsmtFinType1
0.19
Condition1
0.19
BsmtFinType2
0.19
YrSold
0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PoolArea
CORRELATION RATIO WITH...
BsmtFinSF1
0.32
TotalBsmtSF
0.31
GrLivArea
0.28
1stFlrSF
0.26
LotFrontage
0.23
EnclosedPorch
0.23
LowQualFinSF
0.21
ScreenPorch
0.20
SalePrice
0.19
LotArea
0.15
2ndFlrSF
0.14
TotRmsAbvGrd
0.14
GarageArea
0.13
OpenPorchSF
0.13
PoolQC
MISSING:
---
TOP CATEGORIES
0
1,453
>99%
2
3
<1%
3
2
<1%
1
2
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PoolQC
PROVIDES INFORMATION ON...
PoolArea
0.90
RoofMatl
0.06
MiscFeature
0.03
Fence
0.01
BsmtFinType2
0.01
SaleCondition
0.01
FireplaceQu
0.01
Fireplaces
0.01
Condition1
0.01
GarageCond
0.01
BsmtFullBath
0.01
BsmtHalfBath
0.01
FullBath
0.01
GarageQual
0.01

THESE FEATURES
GIVE INFORMATION
ON PoolQC:
PoolArea
1.00
FireplaceQu
0.26
Fence
0.25
OverallQual
0.23
RoofMatl
0.19
SaleCondition
0.19
BsmtFinType2
0.18
Fireplaces
0.18
BedroomAbvGr
0.16
HouseStyle
0.16
YrSold
0.14
MiscFeature
0.14
FullBath
0.13
BsmtFullBath
0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PoolQC
CORRELATION RATIO WITH...
GrLivArea
0.21
BsmtFinSF1
0.19
TotalBsmtSF
0.18
1stFlrSF
0.17
EnclosedPorch
0.16
LotFrontage
0.15
SalePrice
0.15
LowQualFinSF
0.15
ScreenPorch
0.14
2ndFlrSF
0.12
LotArea
0.10
TotRmsAbvGrd
0.09
OpenPorchSF
0.09
BsmtFinSF2
0.09
Fence
MISSING:
---
TOP CATEGORIES
0
1,179
81%
3
157
11%
4
59
4%
2
54
4%
1
11
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fence
PROVIDES INFORMATION ON...
PoolArea
0.30
PoolQC
0.25
Condition2
0.07
ExterQual
0.06
MiscFeature
0.05
SaleType
0.04
Foundation
0.04
BsmtQual
0.04
FullBath
0.04
RoofMatl
0.04
SaleCondition
0.04
Street
0.03
Functional
0.03
OverallQual
0.03

THESE FEATURES
GIVE INFORMATION
ON Fence:
OverallQual
0.08
ExterQual
0.07
BsmtQual
0.07
Foundation
0.07
OverallCond
0.05
FullBath
0.05
GarageCars
0.05
BsmtFinType1
0.05
HouseStyle
0.04
KitchenQual
0.04
HeatingQC
0.04
SaleType
0.03
SaleCondition
0.03
GarageFinish
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fence
CORRELATION RATIO WITH...
YearBuilt
0.23
SalePrice
0.19
YearRemodAdd
0.18
GarageArea
0.16
BsmtUnfSF
0.16
GrLivArea
0.15
Exterior1st
0.13
BsmtFinSF2
0.12
2ndFlrSF
0.12
TotalBsmtSF
0.12
TotRmsAbvGrd
0.12
MSSubClass
0.12
MasVnrArea
0.11
Exterior2nd
0.11
MiscFeature
MISSING:
---
TOP CATEGORIES
0
1,406
96%
3
49
3%
4
2
<1%
1
2
<1%
2
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MiscFeature
PROVIDES INFORMATION ON...
Street
0.16
PoolArea
0.15
PoolQC
0.14
Condition2
0.07
Functional
0.02
ExterCond
0.01
KitchenAbvGr
0.01
Fence
0.01
Foundation
0.01
BldgType
0.01
SaleType
0.01
BsmtFinType2
0.01
RoofStyle
0.01
ExterQual
0.01

THESE FEATURES
GIVE INFORMATION
ON MiscFeature:
Foundation
0.07
OverallQual
0.06
KitchenQual
0.05
OverallCond
0.05
Fence
0.05
BsmtFinType1
0.05
ExterQual
0.05
FireplaceQu
0.05
BsmtQual
0.05
YrSold
0.04
Functional
0.04
BldgType
0.04
RoofStyle
0.04
BedroomAbvGr
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
CORRELATION RATIO WITH...
MiscVal
0.94
ScreenPorch
0.20
LotArea
0.11
TotRmsAbvGrd
0.11
YearRemodAdd
0.10
GrLivArea
0.09
TotalBsmtSF
0.09
LowQualFinSF
0.09
YearBuilt
0.08
SalePrice
0.08
BsmtFinSF2
0.08
GarageYrBlt
0.07
MSSubClass
0.07
2ndFlrSF
0.07
MiscVal
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
-0.06
LotArea
0.04
YearBuilt
0.03
ScreenPorch
0.03
MasVnrArea
-0.03
GarageArea
-0.03
TotRmsAbvGrd
0.02
BsmtUnfSF
-0.02
SalePrice
-0.02
1stFlrSF
-0.02
OpenPorchSF
-0.02
TotalBsmtSF
-0.02
EnclosedPorch
0.02
Exterior1st
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
0.94
Condition2
0.44
RoofStyle
0.31
HalfBath
0.12
PoolArea
0.10
OverallCond
0.10
Foundation
0.09
BsmtExposure
0.09
ExterCond
0.08
Functional
0.08
PoolQC
0.07
LotConfig
0.07
BsmtFinType1
0.07
KitchenAbvGr
0.07
MOST FREQUENT VALUES
0
1,408
96.4%
400
11
0.8%
500
8
0.5%
700
5
0.3%
450
4
0.3%
600
4
0.3%
2000
4
0.3%
1200
2
0.1%
480
2
0.1%
15500
1
<0.1%
800
1
<0.1%
350
1
<0.1%
3500
1
<0.1%
1300
1
<0.1%
54
1
<0.1%
SMALLEST VALUES
0
1,408
96.4%
54
1
<0.1%
350
1
<0.1%
400
11
0.8%
450
4
0.3%
480
2
0.1%
500
8
0.5%
560
1
<0.1%
600
4
0.3%
620
1
<0.1%
700
5
0.3%
800
1
<0.1%
1150
1
<0.1%
1200
2
0.1%
1300
1
<0.1%
LARGEST VALUES
15500
1
<0.1%
8300
1
<0.1%
3500
1
<0.1%
2500
1
<0.1%
2000
4
0.3%
1400
1
<0.1%
1300
1
<0.1%
1200
2
0.1%
1150
1
<0.1%
800
1
<0.1%
700
5
0.3%
620
1
<0.1%
600
4
0.3%
560
1
<0.1%
500
8
0.5%
MoSold
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
OpenPorchSF
0.07
GrLivArea
0.05
SalePrice
0.05
TotRmsAbvGrd
0.04
2ndFlrSF
0.04
BsmtUnfSF
0.03
1stFlrSF
0.03
3SsnPorch
0.03
EnclosedPorch
-0.03
GarageArea
0.03
Neighborhood
0.02
ScreenPorch
0.02
LowQualFinSF
-0.02
YearRemodAdd
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
YrSold
0.27
OverallQual
0.14
SaleType
0.12
SaleCondition
0.10
RoofMatl
0.09
LandContour
0.08
PoolArea
0.08
Functional
0.08
BedroomAbvGr
0.08
BldgType
0.07
Condition1
0.07
FireplaceQu
0.07
Heating
0.07
HeatingQC
0.07
MOST FREQUENT VALUES
6
253
17.3%
7
234
16.0%
5
204
14.0%
4
141
9.7%
8
122
8.4%
3
106
7.3%
10
89
6.1%
11
79
5.4%
9
63
4.3%
12
59
4.0%
1
58
4.0%
2
52
3.6%
SMALLEST VALUES
1
58
4.0%
2
52
3.6%
3
106
7.3%
4
141
9.7%
5
204
14.0%
6
253
17.3%
7
234
16.0%
8
122
8.4%
9
63
4.3%
10
89
6.1%
11
79
5.4%
12
59
4.0%
LARGEST VALUES
12
59
4.0%
11
79
5.4%
10
89
6.1%
9
63
4.3%
8
122
8.4%
7
234
16.0%
6
253
17.3%
5
204
14.0%
4
141
9.7%
3
106
7.3%
2
52
3.6%
1
58
4.0%
YrSold
MISSING:
---
TOP CATEGORIES
2009
338
23%
2007
329
23%
2006
314
22%
2008
304
21%
2010
175
12%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
YrSold
PROVIDES INFORMATION ON...
PoolArea
0.19
Utilities
0.18
PoolQC
0.14
Condition2
0.12
Street
0.10
RoofMatl
0.07
Heating
0.06
SaleType
0.05
MiscFeature
0.04
Functional
0.04
SaleCondition
0.03
GarageQual
0.02
BsmtCond
0.02
GarageCond
0.02

THESE FEATURES
GIVE INFORMATION
ON YrSold:
SaleType
0.02
SaleCondition
0.01
OverallCond
0.01
Functional
0.01
BedroomAbvGr
0.01
OverallQual
0.01
Foundation
0.01
Condition1
0.01
GarageQual
0.01
BsmtCond
0.01
Condition2
0.01
GarageCond
0.01
Heating
0.01
LotConfig
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
YrSold
CORRELATION RATIO WITH...
MoSold
0.27
BsmtUnfSF
0.10
Neighborhood
0.09
Exterior1st
0.07
MiscVal
0.07
OpenPorchSF
0.06
YearRemodAdd
0.06
Exterior2nd
0.06
TotRmsAbvGrd
0.06
3SsnPorch
0.06
MSSubClass
0.06
WoodDeckSF
0.05
1stFlrSF
0.05
GarageYrBlt
0.05
SaleType
MISSING:
---
TOP CATEGORIES
8
1,267
87%
6
122
8%
0
43
3%
3
9
<1%
4
5
<1%
5
5
<1%
1
4
<1%
7
3
<1%
2
2
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SaleType
PROVIDES INFORMATION ON...
SaleCondition
0.47
Utilities
0.43
ExterQual
0.10
Condition2
0.08
Street
0.08
BsmtQual
0.08
Foundation
0.08
KitchenQual
0.07
GarageCars
0.06
PoolArea
0.06
Heating
0.05
HeatingQC
0.05
OverallQual
0.05
FullBath
0.05

THESE FEATURES
GIVE INFORMATION
ON SaleType:
SaleCondition
0.58
BsmtQual
0.16
OverallQual
0.15
Foundation
0.15
ExterQual
0.15
KitchenQual
0.13
GarageCars
0.13
OverallCond
0.11
HeatingQC
0.11
GarageFinish
0.10
BsmtFinType1
0.09
FireplaceQu
0.09
GarageType
0.08
MasVnrType
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
SaleType
CORRELATION RATIO WITH...
SalePrice
0.37
YearBuilt
0.36
YearRemodAdd
0.36
GarageArea
0.31
TotalBsmtSF
0.27
BsmtUnfSF
0.25
1stFlrSF
0.23
LotFrontage
0.19
OpenPorchSF
0.18
GrLivArea
0.18
MasVnrArea
0.18
GarageYrBlt
0.16
TotRmsAbvGrd
0.16
Neighborhood
0.14
SaleCondition
MISSING:
---
TOP CATEGORIES
5
1,198
82%
0
125
9%
1
101
7%
2
20
1%
3
12
<1%
4
4
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SaleCondition
PROVIDES INFORMATION ON...
SaleType
0.58
Utilities
0.32
PoolArea
0.23
PoolQC
0.19
KitchenAbvGr
0.10
ExterQual
0.09
Street
0.08
BsmtQual
0.08
Condition2
0.08
KitchenQual
0.07
Foundation
0.07
RoofMatl
0.06
GarageCars
0.06
HeatingQC
0.06

THESE FEATURES
GIVE INFORMATION
ON SaleCondition:
SaleType
0.47
BsmtQual
0.13
ExterQual
0.11
Foundation
0.11
GarageCars
0.10
KitchenQual
0.10
OverallQual
0.10
HeatingQC
0.09
GarageFinish
0.08
OverallCond
0.08
FireplaceQu
0.07
BsmtFinType1
0.06
GarageType
0.06
FullBath
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
SaleCondition
CORRELATION RATIO WITH...
SalePrice
0.37
YearBuilt
0.36
YearRemodAdd
0.35
GarageArea
0.32
TotalBsmtSF
0.28
BsmtUnfSF
0.26
1stFlrSF
0.24
GarageYrBlt
0.20
LotFrontage
0.19
GrLivArea
0.17
OpenPorchSF
0.17
MasVnrArea
0.17
TotRmsAbvGrd
0.16
Neighborhood
0.13
SalePrice
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.71
GarageArea
0.62
TotalBsmtSF
0.61
1stFlrSF
0.61
TotRmsAbvGrd
0.53
YearBuilt
-0.52
YearRemodAdd
-0.51
MasVnrArea
0.48
BsmtFinSF1
0.39
WoodDeckSF
0.32
2ndFlrSF
0.32
OpenPorchSF
0.32
LotArea
0.26
GarageYrBlt
0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.83
GarageCars
0.70
ExterQual
0.69
BsmtQual
0.68
KitchenQual
0.68
FullBath
0.58
GarageFinish
0.55
FireplaceQu
0.54
Foundation
0.51
GarageType
0.50
Fireplaces
0.48
HeatingQC
0.44
BsmtFinType1
0.44
MasVnrType
0.43
MOST FREQUENT VALUES
140000.0
20
1.4%
135000.0
17
1.2%
155000.0
14
1.0%
145000.0
14
1.0%
190000.0
13
0.9%
110000.0
13
0.9%
115000.0
12
0.8%
160000.0
12
0.8%
130000.0
11
0.8%
139000.0
11
0.8%
144000.0
10
0.7%
185000.0
10
0.7%
180000.0
10
0.7%
143000.0
10
0.7%
125000.0
10
0.7%
SMALLEST VALUES
34900.0
1
<0.1%
35311.0
1
<0.1%
37900.0
1
<0.1%
39300.0
1
<0.1%
40000.0
1
<0.1%
52000.0
1
<0.1%
52500.0
1
<0.1%
55000.0
2
0.1%
55993.0
1
<0.1%
58500.0
1
<0.1%
60000.0
3
0.2%
61000.0
1
<0.1%
62383.0
1
<0.1%
64500.0
1
<0.1%
66500.0
1
<0.1%
LARGEST VALUES
755000.0
1
<0.1%
745000.0
1
<0.1%
625000.0
1
<0.1%
611657.0
1
<0.1%
582933.0
1
<0.1%
556581.0
1
<0.1%
555000.0
1
<0.1%
538000.0
1
<0.1%
501837.0
1
<0.1%
485000.0
1
<0.1%
475000.0
1
<0.1%
466500.0
1
<0.1%
465000.0
1
<0.1%
451950.0
1
<0.1%
446261.0
1
<0.1%